diff --git a/README.md b/README.md
index 7107a69..d36658a 100644
--- a/README.md
+++ b/README.md
@@ -223,6 +223,14 @@ context features (−0.006 typed F1 [−0.027, +0.020]) or the part-of-speech fe
 documents to 0.143 with 120, then stays flat (0.145 with all 239); span agreement keeps rising
 slowly. See [`reports/crf-ablations/`](reports/crf-ablations/README.md).
 
+**Ablations and learning curve (DeBERTa, held-out half, three seeds each).** DeBERTa needs far
+more data than the CRF: typed agreement is 0.075 with 60 training documents, 0.097 with 120 and
+0.197 with all 239, and every reduced-data seed is clearly worse than the full model. Removing
+heading/list context or the group objective makes no clear difference to held-out typed
+agreement. Without context, the false-prerequisite rate is higher for all three seeds, and
+hand-labelled typed F1 is lower for all three (clear for one seed each). See
+[`reports/neural/ablation-1/`](reports/neural/ablation-1/README.md).
+
 95% project-group bootstrap intervals (1,000 resamples). Full reports, including scores against
 the 28 model-made dev records (which measure agreement with the drafting model, not accuracy),
 are in [`reports/pilot/`](reports/pilot/README.md). The paired difference from adding `batch-01` (+0.214 typed F1,
diff --git a/docs/model_card.md b/docs/model_card.md
index f4dd875..d29737a 100644
--- a/docs/model_card.md
+++ b/docs/model_card.md
@@ -143,7 +143,16 @@ Measured on the CRF, as agreement with the 172 model-drafted dev records
 - **Learning curve:** typed agreement rises from 0.054 with 30 training documents to 0.143 with
   120, then stays flat at about 0.14. Span agreement keeps rising slowly.
 
-The group-objective ablation and transformer learning curves need a GPU and have not been run.
+Measured on DeBERTa-v3-small, as agreement with the held-out half (61 documents), three seeds
+each ([`reports/neural/ablation-1/`](../reports/neural/ablation-1/README.md)):
+- **Learning curve:** typed agreement is 0.075 with 60 training documents, 0.097 with 120 and
+  0.197 with 239. Every reduced-data seed is clearly worse, so unlike the CRF, DeBERTa is
+  still data-limited.
+- **Context:** removing it makes no clear difference to held-out typed agreement. The
+  false-prerequisite rate is higher, and hand-labelled typed F1 lower, for all three seeds
+  (each clear for one seed).
+- **Group objective:** not measurable, because no run reproduces a drafted group exactly.
+  Without it, results vary four times as much across seeds.
 
 ## Release process
 
diff --git a/docs/training_on_gpu.md b/docs/training_on_gpu.md
index 44ab504..c907017 100644
--- a/docs/training_on_gpu.md
+++ b/docs/training_on_gpu.md
@@ -68,8 +68,10 @@ On a T4 it takes about 1–1.5 hours:
 ```
 
 Only `triggermap-neural-results.tgz` is needed back. `score_neural.sh` picks one best run per
-grid, which suits model comparisons but not ablations, so these results are scored per variant
-instead.
+grid, which suits model comparisons but not ablations. Score this run with
+`bash scripts/gpu/score_ablations.sh <archive>` instead: it reports every seed and compares
+each variant with the full model trained with the same seed. Results of the first run are in
+[`reports/neural/ablation-1/`](../reports/neural/ablation-1/README.md).
 
 ## Scoring on the development machine
 
diff --git a/reports/crf-ablations/README.md b/reports/crf-ablations/README.md
index afa9b05..18cfe61 100644
--- a/reports/crf-ablations/README.md
+++ b/reports/crf-ablations/README.md
@@ -75,8 +75,8 @@ Every run, with intervals, is in [`experiment.md`](experiment.md).
   agreement much. The limit is the attribute classifiers (category and role), not the number of
   spans.
 - **The group-objective ablation does not apply to the CRF.** Its group classifier is separate
-  and predicts no matching group. That ablation is planned for the transformer
-  (`configs/experiments/ablations.toml`), which needs a GPU.
+  and predicts no matching group. The transformer's ablations, including the group objective,
+  are in [`../neural/ablation-1/`](../neural/ablation-1/README.md).
 
 Every number here is agreement with model drafts or a 10-document slice; neither is a release
 result.
diff --git a/reports/neural/ablation-1/README.md b/reports/neural/ablation-1/README.md
new file mode 100644
index 0000000..5f5dc52
--- /dev/null
+++ b/reports/neural/ablation-1/README.md
@@ -0,0 +1,107 @@
+# Transformer ablations and learning curve (ablation-1, 2026-11-08)
+
+A Kaggle run (one Tesla T4) of
+[`configs/experiments/ablations.toml`](../../../configs/experiments/ablations.toml).
+
+**Recipe:** the best grid cell of neural run 3, with one factor changed at a time:
+- DeBERTa-v3-small, `sqrt` span-tag weights, learning rate 5e-5;
+- up to 20 epochs, patience 3, no early stop before epoch 6;
+- three seeds for every variant.
+
+**Data:**
+- **Training:** the train split of `pilot-2`, `batch-01` and `batch-02` (239 documents), as in
+  runs 1–3.
+- **Early stopping:** the selection half of the model-drafted dev records
+  (`splits/selection-v1/selection.json`, 111 documents). Nothing else was used for it.
+- **Scored on:** the held-out half (61 documents in 46 other project groups) and the 10
+  hand-labelled dev documents. Against model drafts, the scores measure **agreement with the
+  drafting model, not accuracy**.
+- **Untouched:** the test split.
+
+**No run is selected:** every seed is reported, and each variant is compared with the full
+model trained with the same seed.
+
+**Variants:**
+
+| Variant | Change |
+|---|---|
+| `full` | none |
+| `no-context` | no heading or list context in the windows |
+| `no-group` | group loss weight 0 |
+| `docs-60`, `docs-120` | a seeded random subset of 60 or 120 training documents |
+
+## Results (held-out half, 61 documents)
+
+Mean ± SD across the three seeds. The last column is typed F1 on the 10 hand-labelled dev
+documents.
+
+| Variant | Typed F1 | Exact span F1 | Exact span precision | False-prerequisite rate | Hand-labelled typed F1 |
+|---|---:|---:|---:|---:|---:|
+| full | 0.197 ± 0.012 | 0.230 ± 0.012 | 0.166 ± 0.012 | 0.493 ± 0.070 | 0.328 ± 0.043 |
+| no-context | 0.199 ± 0.027 | 0.235 ± 0.028 | 0.168 ± 0.024 | 0.527 ± 0.074 | 0.256 ± 0.035 |
+| no-group | 0.185 ± 0.048 | 0.227 ± 0.059 | 0.163 ± 0.056 | 0.541 ± 0.111 | 0.281 ± 0.093 |
+| docs-120 | 0.097 ± 0.041 | 0.119 ± 0.040 | 0.076 ± 0.031 | 0.697 ± 0.086 | 0.186 ± 0.105 |
+| docs-60 | 0.075 ± 0.031 | 0.090 ± 0.040 | 0.060 ± 0.030 | 0.633 ± 0.047 | 0.104 ± 0.066 |
+
+For reference, the CRF (`crf-batches-01-02`) scores 0.127 typed F1 and a 0.412
+false-prerequisite rate on the same 61 documents ([`../run-3/`](../run-3/README.md)).
+
+### Paired differences against the full model, same seed (B − A)
+
+95% project-group bootstrap intervals, 1,000 resamples. Bold marks a clear difference.
+
+| Variant | Seed | Typed F1, held-out | False-prerequisite rate, held-out | Typed F1, hand-labelled (10) |
+|---|---:|---:|---:|---:|
+| no-context | 0 | +0.019 [−0.021, +0.062] | +0.038 [−0.021, +0.091] | −0.073 [−0.190, +0.021] |
+| no-context | 1 | +0.000 [−0.028, +0.027] | **+0.042 [+0.005, +0.078]** | −0.027 [−0.079, +0.009] |
+| no-context | 2 | −0.012 [−0.044, +0.026] | +0.023 [−0.022, +0.064] | **−0.117 [−0.232, −0.034]** |
+| no-group | 0 | −0.015 [−0.060, +0.028] | +0.031 [−0.024, +0.089] | −0.009 [−0.113, +0.101] |
+| no-group | 1 | +0.030 [−0.003, +0.064] | **−0.070 [−0.117, −0.024]** | +0.030 [−0.054, +0.134] |
+| no-group | 2 | **−0.051 [−0.081, −0.017]** | **+0.183 [+0.132, +0.238]** | **−0.162 [−0.325, −0.018]** |
+| docs-120 | 0 | **−0.120 [−0.180, −0.063]** | **+0.240 [+0.160, +0.312]** | **−0.215 [−0.308, −0.110]** |
+| docs-120 | 1 | **−0.057 [−0.092, −0.024]** | **+0.062 [+0.012, +0.108]** | +0.024 [−0.067, +0.104] |
+| docs-120 | 2 | **−0.124 [−0.169, −0.083]** | **+0.310 [+0.256, +0.369]** | **−0.233 [−0.428, −0.064]** |
+| docs-60 | 0 | **−0.162 [−0.219, −0.110]** | **+0.209 [+0.122, +0.293]** | **−0.335 [−0.565, −0.122]** |
+| docs-60 | 1 | **−0.125 [−0.174, −0.083]** | **+0.110 [+0.060, +0.166]** | **−0.133 [−0.307, −0.036]** |
+| docs-60 | 2 | **−0.078 [−0.123, −0.031]** | **+0.101 [+0.038, +0.170]** | **−0.204 [−0.431, −0.003]** |
+
+Full reports: `compare_holdout_*.md`, `compare_manual_*.md`, and `<run>_dev_holdout.md` /
+`<run>_dev_manual.md` for every run. Selection-half scores are in
+[`experiment.md`](experiment.md).
+
+## Reading
+
+- **DeBERTa needs much more data than the CRF.** With 60 or 120 training documents, every seed
+  is clearly worse than with all 239, on typed agreement and on invented prerequisites. Typed
+  agreement roughly doubles from 120 to 239 documents (0.097 → 0.197). The CRF, by contrast,
+  stops improving at about 120 documents ([`../../crf-ablations/`](../../crf-ablations/README.md);
+  measured on all 172 agreement records). So more training documents would likely raise
+  DeBERTa's agreement further. With model-drafted labels, though, that means agreement with the
+  drafting model, not shown accuracy.
+- **Heading and list context: no clear effect on held-out agreement,** but every sign points
+  the same way. Without context, the false-prerequisite rate is higher for all three seeds
+  (+0.023 to +0.042, clear for one), and hand-labelled typed F1 is lower for all three (0.328 →
+  0.256 on average, clear for one seed). That is weak evidence that context helps; 61 and 10
+  documents cannot settle it.
+- **Group objective: not measurable here.** No run reproduces a single drafted group exactly
+  (group F1 0.000 everywhere), so its own target cannot be scored. Its effect on spans is
+  inconsistent: one seed is clearly better without it, and one is clearly worse.
+- **Training is unstable at this data size.** The worse seeds stopped early: `no-group` seed 2
+  peaked at epoch 6, and `docs-120` seeds 0 and 2 at epochs 9 and 7. Without the group loss,
+  the spread across seeds is four times larger (SD 0.048 against 0.012). Single runs should
+  not be trusted; seed means are the unit of comparison.
+- **The recipe reproduces.** The three `full` seeds score 0.208, 0.198 and 0.185 held-out.
+  Run 3 scored 0.207, 0.198 and 0.185 with the same settings.
+
+## Provenance
+
+- Results archive SHA-256 `34451e81108226bb1067b8a458b7b1491c9979aa4309e8e69237c5044a5f3240`.
+- Per-run `metadata/` (configuration, base revision, training hash and origins, per-epoch
+  losses and dev scores, peak GPU memory) and every run's `predictions/` are committed. The
+  weights are not.
+
+To rescore from the archive:
+
+```bash
+bash scripts/gpu/score_ablations.sh ~/Downloads/triggermap-neural-results.tgz
+```
diff --git a/reports/neural/ablation-1/ablation-1-docs-120-seed0_dev_holdout.md b/reports/neural/ablation-1/ablation-1-docs-120-seed0_dev_holdout.md
new file mode 100644
index 0000000..15e66f6
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-120-seed0_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-docs-120-seed0
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed0.jsonl` (ablation-1-docs-120-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.089 | [0.057, 0.122] |
+| Exact span F1 | 0.109 | [0.072, 0.148] |
+| Exact span precision | 0.068 | [0.044, 0.094] |
+| Exact span recall | 0.271 | [0.194, 0.339] |
+| Role macro-F1 (roles with gold support) | 0.049 | [0.021, 0.100] |
+| Category macro-F1 | 0.070 | [0.042, 0.100] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.668 | [0.602, 0.723] |
+| Reversed meaning rate (lower is better) | 0.033 | [0.006, 0.063] |
+| Category accuracy on exactly matched spans | 0.842 | [0.717, 0.951] |
+| Role accuracy on exactly matched spans | 0.974 | [0.905, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.070 | 0.292 | 0.113 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.053 | 0.200 | 0.083 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.014 | 0.056 | 0.023 | 18 |
+| USAGE | 0.064 | 0.315 | 0.106 | 54 |
+| ACCESS | 0.067 | 0.241 | 0.105 | 54 |
+| PLATFORM | 0.033 | 0.071 | 0.045 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.559 | 0.089 | 0.036 |
+| 20% | 0.519 | 0.089 | 0.071 |
+| 30% | 0.490 | 0.089 | 0.107 |
+| 40% | 0.463 | 0.089 | 0.143 |
+| 50% | 0.438 | 0.079 | 0.157 |
+| 60% | 0.413 | 0.083 | 0.200 |
+| 70% | 0.387 | 0.077 | 0.214 |
+| 80% | 0.346 | 0.067 | 0.214 |
+| 90% | 0.283 | 0.062 | 0.221 |
+| 100% | 0.150 | 0.055 | 0.221 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-120-seed0_dev_manual.md b/reports/neural/ablation-1/ablation-1-docs-120-seed0_dev_manual.md
new file mode 100644
index 0000000..16fef45
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-120-seed0_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-docs-120-seed0
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed0.jsonl` (ablation-1-docs-120-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.148 | [0.000, 0.346] |
+| Exact span F1 | 0.173 | [0.038, 0.367] |
+| Exact span precision | 0.109 | [0.023, 0.250] |
+| Exact span recall | 0.412 | [0.091, 0.714] |
+| Role macro-F1 (roles with gold support) | 0.096 | [0.021, 0.340] |
+| Category macro-F1 | 0.105 | [0.000, 0.333] |
+| Group exact-match F1 | 0.100 | [0.000, 0.353] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.333] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.632 | [0.425, 0.768] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 0.857 | [0.000, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.123 | 0.438 | 0.192 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 |
+| USAGE | 0.105 | 0.444 | 0.170 | 9 |
+| ACCESS | 0.182 | 0.400 | 0.250 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 9% | 0.611 | 0.000 | 0.000 |
+| 20% | 0.565 | 0.077 | 0.059 |
+| 30% | 0.530 | 0.158 | 0.176 |
+| 41% | 0.497 | 0.192 | 0.294 |
+| 50% | 0.488 | 0.156 | 0.294 |
+| 59% | 0.452 | 0.132 | 0.294 |
+| 70% | 0.405 | 0.111 | 0.294 |
+| 80% | 0.381 | 0.098 | 0.294 |
+| 91% | 0.313 | 0.103 | 0.353 |
+| 100% | 0.163 | 0.094 | 0.353 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-120-seed1_dev_holdout.md b/reports/neural/ablation-1/ablation-1-docs-120-seed1_dev_holdout.md
new file mode 100644
index 0000000..eebd548
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-120-seed1_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-docs-120-seed1
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed1.jsonl` (ablation-1-docs-120-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.141 | [0.103, 0.198] |
+| Exact span F1 | 0.163 | [0.119, 0.226] |
+| Exact span precision | 0.110 | [0.078, 0.159] |
+| Exact span recall | 0.314 | [0.237, 0.401] |
+| Role macro-F1 (roles with gold support) | 0.056 | [0.039, 0.099] |
+| Category macro-F1 | 0.102 | [0.073, 0.140] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.018 | [0.000, 0.052] |
+| Complete-document exact match, documents without conditions | 0.750 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.629 | [0.546, 0.700] |
+| Reversed meaning rate (lower is better) | 0.056 | [0.013, 0.109] |
+| Category accuracy on exactly matched spans | 0.886 | [0.762, 0.978] |
+| Role accuracy on exactly matched spans | 0.955 | [0.889, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.128 | 0.342 | 0.186 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 10 |
+| UNCERTAIN | 0.022 | 0.125 | 0.037 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.034 | 0.111 | 0.052 | 18 |
+| USAGE | 0.107 | 0.389 | 0.167 | 54 |
+| ACCESS | 0.139 | 0.296 | 0.189 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.844 | 0.200 | 0.057 |
+| 20% | 0.735 | 0.225 | 0.129 |
+| 30% | 0.667 | 0.200 | 0.171 |
+| 40% | 0.611 | 0.175 | 0.200 |
+| 50% | 0.555 | 0.145 | 0.207 |
+| 60% | 0.514 | 0.121 | 0.207 |
+| 70% | 0.466 | 0.114 | 0.229 |
+| 80% | 0.429 | 0.116 | 0.264 |
+| 90% | 0.360 | 0.103 | 0.264 |
+| 100% | 0.188 | 0.095 | 0.271 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-120-seed1_dev_manual.md b/reports/neural/ablation-1/ablation-1-docs-120-seed1_dev_manual.md
new file mode 100644
index 0000000..a5c804f
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-120-seed1_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-docs-120-seed1
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed1.jsonl` (ablation-1-docs-120-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.305 | [0.197, 0.455] |
+| Exact span F1 | 0.339 | [0.233, 0.480] |
+| Exact span precision | 0.238 | [0.151, 0.387] |
+| Exact span recall | 0.588 | [0.444, 0.727] |
+| Role macro-F1 (roles with gold support) | 0.204 | [0.164, 0.500] |
+| Category macro-F1 | 0.199 | [0.130, 0.404] |
+| Group exact-match F1 | 0.167 | [0.000, 0.421] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.545 | [0.360, 0.698] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 0.900 | [0.700, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.303 | 0.625 | 0.408 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 |
+| USAGE | 0.222 | 0.667 | 0.333 | 9 |
+| ACCESS | 0.375 | 0.600 | 0.462 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.916 | 0.750 | 0.176 |
+| 19% | 0.784 | 0.500 | 0.235 |
+| 31% | 0.710 | 0.385 | 0.294 |
+| 40% | 0.542 | 0.294 | 0.294 |
+| 50% | 0.522 | 0.286 | 0.353 |
+| 60% | 0.507 | 0.280 | 0.412 |
+| 69% | 0.498 | 0.241 | 0.412 |
+| 81% | 0.447 | 0.235 | 0.471 |
+| 90% | 0.391 | 0.211 | 0.471 |
+| 100% | 0.307 | 0.214 | 0.529 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-120-seed2_dev_holdout.md b/reports/neural/ablation-1/ablation-1-docs-120-seed2_dev_holdout.md
new file mode 100644
index 0000000..bf64768
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-120-seed2_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-docs-120-seed2
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed2.jsonl` (ablation-1-docs-120-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.061 | [0.038, 0.090] |
+| Exact span F1 | 0.085 | [0.058, 0.114] |
+| Exact span precision | 0.050 | [0.034, 0.068] |
+| Exact span recall | 0.286 | [0.203, 0.372] |
+| Role macro-F1 (roles with gold support) | 0.026 | [0.017, 0.041] |
+| Category macro-F1 | 0.061 | [0.034, 0.087] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.793 | [0.751, 0.827] |
+| Reversed meaning rate (lower is better) | 0.043 | [0.008, 0.085] |
+| Category accuracy on exactly matched spans | 0.775 | [0.622, 0.897] |
+| Role accuracy on exactly matched spans | 0.900 | [0.800, 0.976] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.050 | 0.292 | 0.085 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 10 |
+| UNCERTAIN | 0.011 | 0.125 | 0.020 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.058 | 0.222 | 0.092 | 18 |
+| USAGE | 0.029 | 0.278 | 0.053 | 54 |
+| ACCESS | 0.063 | 0.222 | 0.098 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.539 | 0.087 | 0.050 |
+| 20% | 0.487 | 0.062 | 0.071 |
+| 30% | 0.455 | 0.062 | 0.107 |
+| 40% | 0.435 | 0.059 | 0.136 |
+| 50% | 0.409 | 0.057 | 0.164 |
+| 60% | 0.380 | 0.052 | 0.179 |
+| 70% | 0.356 | 0.048 | 0.193 |
+| 80% | 0.317 | 0.044 | 0.200 |
+| 90% | 0.266 | 0.040 | 0.207 |
+| 100% | 0.161 | 0.036 | 0.207 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-120-seed2_dev_manual.md b/reports/neural/ablation-1/ablation-1-docs-120-seed2_dev_manual.md
new file mode 100644
index 0000000..8c59f6f
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-120-seed2_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-docs-120-seed2
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed2.jsonl` (ablation-1-docs-120-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.106 | [0.045, 0.170] |
+| Exact span F1 | 0.124 | [0.075, 0.183] |
+| Exact span precision | 0.073 | [0.043, 0.116] |
+| Exact span recall | 0.412 | [0.273, 0.562] |
+| Role macro-F1 (roles with gold support) | 0.067 | [0.043, 0.182] |
+| Category macro-F1 | 0.053 | [0.019, 0.143] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.807 | [0.662, 0.880] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 0.857 | [0.500, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.080 | 0.438 | 0.135 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 |
+| USAGE | 0.066 | 0.556 | 0.118 | 9 |
+| ACCESS | 0.062 | 0.200 | 0.095 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.557 | 0.300 | 0.176 |
+| 20% | 0.508 | 0.211 | 0.235 |
+| 30% | 0.474 | 0.172 | 0.294 |
+| 40% | 0.456 | 0.158 | 0.353 |
+| 50% | 0.411 | 0.125 | 0.353 |
+| 60% | 0.390 | 0.103 | 0.353 |
+| 70% | 0.363 | 0.090 | 0.353 |
+| 80% | 0.322 | 0.078 | 0.353 |
+| 90% | 0.270 | 0.070 | 0.353 |
+| 100% | 0.162 | 0.062 | 0.353 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-60-seed0_dev_holdout.md b/reports/neural/ablation-1/ablation-1-docs-60-seed0_dev_holdout.md
new file mode 100644
index 0000000..7ae91e5
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-60-seed0_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-docs-60-seed0
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed0.jsonl` (ablation-1-docs-60-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.046 | [0.028, 0.069] |
+| Exact span F1 | 0.060 | [0.037, 0.087] |
+| Exact span precision | 0.039 | [0.023, 0.058] |
+| Exact span recall | 0.129 | [0.081, 0.177] |
+| Role macro-F1 (roles with gold support) | 0.017 | [0.011, 0.026] |
+| Category macro-F1 | 0.035 | [0.019, 0.048] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.018 | [0.000, 0.052] |
+| Complete-document exact match, documents without conditions | 0.500 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.637 | [0.573, 0.693] |
+| Reversed meaning rate (lower is better) | 0.031 | [0.008, 0.062] |
+| Category accuracy on exactly matched spans | 0.778 | [0.529, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.045 | 0.150 | 0.070 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.022 | 0.056 | 0.032 | 18 |
+| USAGE | 0.034 | 0.148 | 0.055 | 54 |
+| ACCESS | 0.036 | 0.093 | 0.052 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.528 | 0.022 | 0.007 |
+| 20% | 0.485 | 0.022 | 0.014 |
+| 30% | 0.456 | 0.029 | 0.029 |
+| 40% | 0.429 | 0.043 | 0.057 |
+| 50% | 0.407 | 0.039 | 0.064 |
+| 60% | 0.378 | 0.036 | 0.071 |
+| 70% | 0.343 | 0.040 | 0.093 |
+| 80% | 0.294 | 0.038 | 0.100 |
+| 90% | 0.251 | 0.034 | 0.100 |
+| 100% | 0.145 | 0.030 | 0.100 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-60-seed0_dev_manual.md b/reports/neural/ablation-1/ablation-1-docs-60-seed0_dev_manual.md
new file mode 100644
index 0000000..69024d1
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-60-seed0_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-docs-60-seed0
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed0.jsonl` (ablation-1-docs-60-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.029 | [0.000, 0.122] |
+| Exact span F1 | 0.058 | [0.000, 0.156] |
+| Exact span precision | 0.038 | [0.000, 0.111] |
+| Exact span recall | 0.118 | [0.000, 0.308] |
+| Role macro-F1 (roles with gold support) | 0.035 | [0.000, 0.151] |
+| Category macro-F1 | 0.029 | [0.000, 0.133] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.537 | [0.300, 0.683] |
+| Reversed meaning rate (lower is better) | 0.050 | [0.000, 0.125] |
+| Category accuracy on exactly matched spans | 0.500 | [0.000, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [0.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.049 | 0.125 | 0.070 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 |
+| USAGE | 0.000 | 0.000 | 0.000 | 9 |
+| ACCESS | 0.083 | 0.200 | 0.118 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.592 | 0.000 | 0.000 |
+| 19% | 0.558 | 0.100 | 0.059 |
+| 31% | 0.475 | 0.062 | 0.059 |
+| 40% | 0.427 | 0.048 | 0.059 |
+| 50% | 0.376 | 0.038 | 0.059 |
+| 60% | 0.316 | 0.032 | 0.059 |
+| 69% | 0.304 | 0.028 | 0.059 |
+| 81% | 0.280 | 0.024 | 0.059 |
+| 90% | 0.250 | 0.021 | 0.059 |
+| 100% | 0.136 | 0.019 | 0.059 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-60-seed1_dev_holdout.md b/reports/neural/ablation-1/ablation-1-docs-60-seed1_dev_holdout.md
new file mode 100644
index 0000000..8b2e048
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-60-seed1_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-docs-60-seed1
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed1.jsonl` (ablation-1-docs-60-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.072 | [0.048, 0.107] |
+| Exact span F1 | 0.075 | [0.048, 0.110] |
+| Exact span precision | 0.047 | [0.030, 0.071] |
+| Exact span recall | 0.193 | [0.128, 0.269] |
+| Role macro-F1 (roles with gold support) | 0.027 | [0.018, 0.043] |
+| Category macro-F1 | 0.050 | [0.033, 0.072] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 0.250 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.677 | [0.623, 0.725] |
+| Reversed meaning rate (lower is better) | 0.059 | [0.014, 0.106] |
+| Category accuracy on exactly matched spans | 0.963 | [0.889, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.053 | 0.217 | 0.085 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 10 |
+| UNCERTAIN | 0.013 | 0.125 | 0.023 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.028 | 0.111 | 0.044 | 18 |
+| USAGE | 0.051 | 0.296 | 0.087 | 54 |
+| ACCESS | 0.045 | 0.148 | 0.069 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.554 | 0.052 | 0.021 |
+| 20% | 0.507 | 0.060 | 0.050 |
+| 30% | 0.472 | 0.052 | 0.064 |
+| 40% | 0.437 | 0.052 | 0.086 |
+| 50% | 0.416 | 0.059 | 0.121 |
+| 60% | 0.386 | 0.057 | 0.143 |
+| 70% | 0.360 | 0.059 | 0.171 |
+| 80% | 0.318 | 0.054 | 0.179 |
+| 90% | 0.277 | 0.048 | 0.179 |
+| 100% | 0.161 | 0.045 | 0.186 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-60-seed1_dev_manual.md b/reports/neural/ablation-1/ablation-1-docs-60-seed1_dev_manual.md
new file mode 100644
index 0000000..7889167
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-60-seed1_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-docs-60-seed1
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed1.jsonl` (ablation-1-docs-60-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.148 | [0.052, 0.247] |
+| Exact span F1 | 0.148 | [0.052, 0.247] |
+| Exact span precision | 0.094 | [0.032, 0.173] |
+| Exact span recall | 0.353 | [0.150, 0.545] |
+| Role macro-F1 (roles with gold support) | 0.078 | [0.028, 0.247] |
+| Category macro-F1 | 0.115 | [0.037, 0.243] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.689 | [0.488, 0.826] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.098 | 0.375 | 0.156 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 |
+| USAGE | 0.093 | 0.444 | 0.154 | 9 |
+| ACCESS | 0.250 | 0.400 | 0.308 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 9% | 0.589 | 0.167 | 0.059 |
+| 20% | 0.539 | 0.231 | 0.176 |
+| 30% | 0.505 | 0.158 | 0.176 |
+| 41% | 0.468 | 0.115 | 0.176 |
+| 50% | 0.442 | 0.156 | 0.294 |
+| 59% | 0.417 | 0.132 | 0.294 |
+| 70% | 0.386 | 0.111 | 0.294 |
+| 80% | 0.364 | 0.118 | 0.353 |
+| 91% | 0.312 | 0.103 | 0.353 |
+| 100% | 0.231 | 0.094 | 0.353 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-60-seed2_dev_holdout.md b/reports/neural/ablation-1/ablation-1-docs-60-seed2_dev_holdout.md
new file mode 100644
index 0000000..8f00b38
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-60-seed2_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-docs-60-seed2
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed2.jsonl` (ablation-1-docs-60-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.107 | [0.077, 0.145] |
+| Exact span F1 | 0.135 | [0.098, 0.185] |
+| Exact span precision | 0.094 | [0.068, 0.132] |
+| Exact span recall | 0.243 | [0.173, 0.318] |
+| Role macro-F1 (roles with gold support) | 0.037 | [0.028, 0.055] |
+| Category macro-F1 | 0.086 | [0.058, 0.122] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.584 | [0.518, 0.636] |
+| Reversed meaning rate (lower is better) | 0.053 | [0.015, 0.093] |
+| Category accuracy on exactly matched spans | 0.794 | [0.656, 0.931] |
+| Role accuracy on exactly matched spans | 0.941 | [0.862, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.102 | 0.267 | 0.147 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.070 | 0.167 | 0.098 | 18 |
+| USAGE | 0.061 | 0.241 | 0.097 | 54 |
+| ACCESS | 0.118 | 0.204 | 0.150 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.614 | 0.167 | 0.043 |
+| 20% | 0.564 | 0.137 | 0.071 |
+| 30% | 0.521 | 0.128 | 0.100 |
+| 40% | 0.489 | 0.103 | 0.107 |
+| 50% | 0.462 | 0.104 | 0.136 |
+| 60% | 0.437 | 0.096 | 0.150 |
+| 70% | 0.397 | 0.083 | 0.150 |
+| 80% | 0.351 | 0.079 | 0.164 |
+| 90% | 0.282 | 0.080 | 0.186 |
+| 100% | 0.156 | 0.074 | 0.193 |
diff --git a/reports/neural/ablation-1/ablation-1-docs-60-seed2_dev_manual.md b/reports/neural/ablation-1/ablation-1-docs-60-seed2_dev_manual.md
new file mode 100644
index 0000000..07ddc6c
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-docs-60-seed2_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-docs-60-seed2
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed2.jsonl` (ablation-1-docs-60-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.136 | [0.043, 0.245] |
+| Exact span F1 | 0.169 | [0.075, 0.304] |
+| Exact span precision | 0.119 | [0.053, 0.227] |
+| Exact span recall | 0.294 | [0.118, 0.533] |
+| Role macro-F1 (roles with gold support) | 0.073 | [0.026, 0.238] |
+| Category macro-F1 | 0.228 | [0.061, 0.507] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.375] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.538 | [0.379, 0.720] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 0.800 | [0.375, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.103 | 0.250 | 0.145 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.333 | 1.000 | 0.500 | 1 |
+| USAGE | 0.067 | 0.222 | 0.103 | 9 |
+| ACCESS | 0.250 | 0.400 | 0.308 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.704 | 0.250 | 0.059 |
+| 19% | 0.642 | 0.250 | 0.118 |
+| 31% | 0.590 | 0.308 | 0.235 |
+| 40% | 0.539 | 0.235 | 0.235 |
+| 50% | 0.503 | 0.190 | 0.235 |
+| 60% | 0.451 | 0.160 | 0.235 |
+| 69% | 0.427 | 0.138 | 0.235 |
+| 81% | 0.374 | 0.118 | 0.235 |
+| 90% | 0.319 | 0.105 | 0.235 |
+| 100% | 0.149 | 0.095 | 0.235 |
diff --git a/reports/neural/ablation-1/ablation-1-full-seed0_dev_holdout.md b/reports/neural/ablation-1/ablation-1-full-seed0_dev_holdout.md
new file mode 100644
index 0000000..bd11b82
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-full-seed0_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-full-seed0
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.208 | [0.149, 0.273] |
+| Exact span F1 | 0.244 | [0.192, 0.305] |
+| Exact span precision | 0.179 | [0.137, 0.230] |
+| Exact span recall | 0.386 | [0.309, 0.467] |
+| Role macro-F1 (roles with gold support) | 0.127 | [0.076, 0.218] |
+| Category macro-F1 | 0.193 | [0.144, 0.241] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.053 | [0.000, 0.131] |
+| Complete-document exact match, documents without conditions | 0.250 | [0.000, 0.500] |
+| False prerequisite rate (lower is better) | 0.428 | [0.341, 0.509] |
+| Reversed meaning rate (lower is better) | 0.046 | [0.013, 0.087] |
+| Category accuracy on exactly matched spans | 0.926 | [0.848, 0.984] |
+| Role accuracy on exactly matched spans | 0.926 | [0.822, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.216 | 0.375 | 0.274 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.152 | 0.500 | 0.233 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.149 | 0.389 | 0.215 | 18 |
+| USAGE | 0.159 | 0.370 | 0.222 | 54 |
+| ACCESS | 0.227 | 0.407 | 0.291 | 54 |
+| PLATFORM | 0.031 | 0.071 | 0.043 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.973 | 0.467 | 0.100 |
+| 20% | 0.912 | 0.383 | 0.164 |
+| 30% | 0.808 | 0.308 | 0.200 |
+| 40% | 0.750 | 0.289 | 0.250 |
+| 50% | 0.671 | 0.245 | 0.264 |
+| 60% | 0.599 | 0.232 | 0.300 |
+| 70% | 0.550 | 0.209 | 0.314 |
+| 80% | 0.505 | 0.190 | 0.329 |
+| 90% | 0.430 | 0.169 | 0.329 |
+| 100% | 0.255 | 0.152 | 0.329 |
diff --git a/reports/neural/ablation-1/ablation-1-full-seed0_dev_manual.md b/reports/neural/ablation-1/ablation-1-full-seed0_dev_manual.md
new file mode 100644
index 0000000..cfa0348
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-full-seed0_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-full-seed0
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.364 | [0.148, 0.588] |
+| Exact span F1 | 0.400 | [0.190, 0.638] |
+| Exact span precision | 0.289 | [0.133, 0.500] |
+| Exact span recall | 0.647 | [0.333, 1.000] |
+| Role macro-F1 (roles with gold support) | 0.222 | [0.100, 0.612] |
+| Category macro-F1 | 0.329 | [0.211, 0.748] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.483 | [0.280, 0.655] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 0.909 | [0.625, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.345 | 0.625 | 0.444 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.125 | 1.000 | 0.222 | 1 |
+| USAGE | 0.316 | 0.667 | 0.429 | 9 |
+| ACCESS | 0.571 | 0.800 | 0.667 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 11% | 0.971 | 1.000 | 0.235 |
+| 21% | 0.947 | 0.625 | 0.294 |
+| 29% | 0.919 | 0.545 | 0.353 |
+| 39% | 0.863 | 0.467 | 0.412 |
+| 50% | 0.799 | 0.474 | 0.529 |
+| 61% | 0.725 | 0.391 | 0.529 |
+| 71% | 0.677 | 0.333 | 0.529 |
+| 79% | 0.621 | 0.333 | 0.588 |
+| 89% | 0.561 | 0.294 | 0.588 |
+| 100% | 0.263 | 0.263 | 0.588 |
diff --git a/reports/neural/ablation-1/ablation-1-full-seed1_dev_holdout.md b/reports/neural/ablation-1/ablation-1-full-seed1_dev_holdout.md
new file mode 100644
index 0000000..75d6bf0
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-full-seed1_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-full-seed1
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.198 | [0.151, 0.259] |
+| Exact span F1 | 0.225 | [0.177, 0.290] |
+| Exact span precision | 0.156 | [0.117, 0.208] |
+| Exact span recall | 0.407 | [0.328, 0.492] |
+| Role macro-F1 (roles with gold support) | 0.121 | [0.082, 0.201] |
+| Category macro-F1 | 0.171 | [0.130, 0.221] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.070 | [0.018, 0.137] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.567 | [0.490, 0.636] |
+| Reversed meaning rate (lower is better) | 0.056 | [0.018, 0.101] |
+| Category accuracy on exactly matched spans | 0.912 | [0.800, 1.000] |
+| Role accuracy on exactly matched spans | 0.947 | [0.889, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.179 | 0.400 | 0.247 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.108 | 0.400 | 0.170 | 10 |
+| UNCERTAIN | 0.037 | 0.250 | 0.065 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.120 | 0.333 | 0.176 | 18 |
+| USAGE | 0.140 | 0.444 | 0.213 | 54 |
+| ACCESS | 0.183 | 0.389 | 0.249 | 54 |
+| PLATFORM | 0.033 | 0.071 | 0.045 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.935 | 0.405 | 0.107 |
+| 20% | 0.853 | 0.288 | 0.150 |
+| 30% | 0.762 | 0.300 | 0.236 |
+| 40% | 0.704 | 0.260 | 0.271 |
+| 50% | 0.618 | 0.219 | 0.286 |
+| 60% | 0.567 | 0.195 | 0.307 |
+| 70% | 0.512 | 0.172 | 0.314 |
+| 80% | 0.477 | 0.160 | 0.336 |
+| 90% | 0.412 | 0.149 | 0.350 |
+| 100% | 0.226 | 0.137 | 0.357 |
diff --git a/reports/neural/ablation-1/ablation-1-full-seed1_dev_manual.md b/reports/neural/ablation-1/ablation-1-full-seed1_dev_manual.md
new file mode 100644
index 0000000..4a53b13
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-full-seed1_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-full-seed1
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.281 | [0.120, 0.500] |
+| Exact span F1 | 0.351 | [0.233, 0.558] |
+| Exact span precision | 0.250 | [0.150, 0.455] |
+| Exact span recall | 0.588 | [0.450, 0.778] |
+| Role macro-F1 (roles with gold support) | 0.188 | [0.130, 0.490] |
+| Category macro-F1 | 0.294 | [0.170, 0.651] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.500 | [0.327, 0.692] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 0.900 | [0.625, 1.000] |
+| Role accuracy on exactly matched spans | 0.900 | [0.667, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.281 | 0.562 | 0.375 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.250 | 1.000 | 0.400 | 1 |
+| USAGE | 0.217 | 0.556 | 0.312 | 9 |
+| ACCESS | 0.375 | 0.600 | 0.462 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.934 | 1.000 | 0.235 |
+| 20% | 0.886 | 0.625 | 0.294 |
+| 30% | 0.835 | 0.417 | 0.294 |
+| 40% | 0.752 | 0.375 | 0.353 |
+| 50% | 0.701 | 0.400 | 0.471 |
+| 60% | 0.632 | 0.333 | 0.471 |
+| 70% | 0.558 | 0.286 | 0.471 |
+| 80% | 0.494 | 0.250 | 0.471 |
+| 90% | 0.425 | 0.222 | 0.471 |
+| 100% | 0.270 | 0.200 | 0.471 |
diff --git a/reports/neural/ablation-1/ablation-1-full-seed2_dev_holdout.md b/reports/neural/ablation-1/ablation-1-full-seed2_dev_holdout.md
new file mode 100644
index 0000000..f7d0dc6
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-full-seed2_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-full-seed2
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.185 | [0.145, 0.235] |
+| Exact span F1 | 0.221 | [0.174, 0.277] |
+| Exact span precision | 0.162 | [0.125, 0.209] |
+| Exact span recall | 0.350 | [0.271, 0.430] |
+| Role macro-F1 (roles with gold support) | 0.100 | [0.066, 0.171] |
+| Category macro-F1 | 0.149 | [0.108, 0.182] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.018 | [0.000, 0.052] |
+| Complete-document exact match, documents without conditions | 0.250 | [0.000, 0.500] |
+| False prerequisite rate (lower is better) | 0.483 | [0.418, 0.544] |
+| Reversed meaning rate (lower is better) | 0.047 | [0.014, 0.088] |
+| Category accuracy on exactly matched spans | 0.857 | [0.732, 0.963] |
+| Role accuracy on exactly matched spans | 0.959 | [0.902, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.183 | 0.367 | 0.244 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.103 | 0.300 | 0.154 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.059 | 0.167 | 0.087 | 18 |
+| USAGE | 0.148 | 0.370 | 0.212 | 54 |
+| ACCESS | 0.194 | 0.333 | 0.245 | 54 |
+| PLATFORM | 0.042 | 0.071 | 0.053 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.973 | 0.500 | 0.107 |
+| 20% | 0.892 | 0.344 | 0.150 |
+| 30% | 0.825 | 0.319 | 0.207 |
+| 40% | 0.746 | 0.289 | 0.250 |
+| 50% | 0.654 | 0.237 | 0.257 |
+| 60% | 0.595 | 0.198 | 0.257 |
+| 70% | 0.560 | 0.175 | 0.264 |
+| 80% | 0.517 | 0.169 | 0.293 |
+| 90% | 0.442 | 0.150 | 0.293 |
+| 100% | 0.235 | 0.135 | 0.293 |
diff --git a/reports/neural/ablation-1/ablation-1-full-seed2_dev_manual.md b/reports/neural/ablation-1/ablation-1-full-seed2_dev_manual.md
new file mode 100644
index 0000000..2503e68
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-full-seed2_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-full-seed2
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.340 | [0.167, 0.545] |
+| Exact span F1 | 0.377 | [0.209, 0.615] |
+| Exact span precision | 0.278 | [0.152, 0.481] |
+| Exact span recall | 0.588 | [0.333, 0.895] |
+| Role macro-F1 (roles with gold support) | 0.191 | [0.105, 0.535] |
+| Category macro-F1 | 0.569 | [0.271, 0.758] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.484 | [0.261, 0.688] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 0.900 | [0.625, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.290 | 0.562 | 0.383 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 1.000 | 1.000 | 1.000 | 1 |
+| USAGE | 0.185 | 0.556 | 0.278 | 9 |
+| ACCESS | 0.600 | 0.600 | 0.600 | 5 |
+| PLATFORM | 0.333 | 0.500 | 0.400 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 11% | 0.988 | 1.000 | 0.235 |
+| 19% | 0.971 | 0.714 | 0.294 |
+| 31% | 0.919 | 0.636 | 0.412 |
+| 39% | 0.860 | 0.500 | 0.412 |
+| 50% | 0.802 | 0.389 | 0.412 |
+| 61% | 0.739 | 0.364 | 0.471 |
+| 69% | 0.711 | 0.320 | 0.471 |
+| 81% | 0.608 | 0.276 | 0.471 |
+| 89% | 0.503 | 0.281 | 0.529 |
+| 100% | 0.342 | 0.250 | 0.529 |
diff --git a/reports/neural/ablation-1/ablation-1-no-context-seed0_dev_holdout.md b/reports/neural/ablation-1/ablation-1-no-context-seed0_dev_holdout.md
new file mode 100644
index 0000000..a2fef8b
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-context-seed0_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-no-context-seed0
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-context-seed0.jsonl` (ablation-1-no-context-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.227 | [0.177, 0.288] |
+| Exact span F1 | 0.264 | [0.215, 0.329] |
+| Exact span precision | 0.195 | [0.154, 0.255] |
+| Exact span recall | 0.407 | [0.338, 0.489] |
+| Role macro-F1 (roles with gold support) | 0.137 | [0.100, 0.211] |
+| Category macro-F1 | 0.187 | [0.147, 0.244] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.070 | [0.000, 0.148] |
+| Complete-document exact match, documents without conditions | 0.250 | [0.000, 0.500] |
+| False prerequisite rate (lower is better) | 0.466 | [0.394, 0.535] |
+| Reversed meaning rate (lower is better) | 0.065 | [0.020, 0.118] |
+| Category accuracy on exactly matched spans | 0.912 | [0.820, 0.983] |
+| Role accuracy on exactly matched spans | 0.947 | [0.875, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.231 | 0.400 | 0.293 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.139 | 0.500 | 0.217 | 10 |
+| UNCERTAIN | 0.023 | 0.125 | 0.039 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.120 | 0.333 | 0.176 | 18 |
+| USAGE | 0.172 | 0.407 | 0.242 | 54 |
+| ACCESS | 0.264 | 0.444 | 0.331 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.970 | 0.379 | 0.079 |
+| 20% | 0.909 | 0.431 | 0.179 |
+| 30% | 0.819 | 0.409 | 0.257 |
+| 40% | 0.721 | 0.333 | 0.279 |
+| 50% | 0.646 | 0.281 | 0.293 |
+| 60% | 0.587 | 0.251 | 0.314 |
+| 70% | 0.542 | 0.230 | 0.336 |
+| 80% | 0.506 | 0.205 | 0.343 |
+| 90% | 0.446 | 0.183 | 0.343 |
+| 100% | 0.202 | 0.168 | 0.350 |
diff --git a/reports/neural/ablation-1/ablation-1-no-context-seed0_dev_manual.md b/reports/neural/ablation-1/ablation-1-no-context-seed0_dev_manual.md
new file mode 100644
index 0000000..bf3aa13
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-context-seed0_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-no-context-seed0
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-context-seed0.jsonl` (ablation-1-no-context-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.291 | [0.091, 0.531] |
+| Exact span F1 | 0.364 | [0.203, 0.596] |
+| Exact span precision | 0.263 | [0.150, 0.457] |
+| Exact span recall | 0.588 | [0.333, 0.895] |
+| Role macro-F1 (roles with gold support) | 0.196 | [0.108, 0.556] |
+| Category macro-F1 | 0.326 | [0.208, 0.673] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.222 | [0.000, 0.455] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.500 | [0.304, 0.655] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 0.900 | [0.600, 1.000] |
+| Role accuracy on exactly matched spans | 0.900 | [0.625, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.300 | 0.562 | 0.391 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.250 | 1.000 | 0.400 | 1 |
+| USAGE | 0.208 | 0.556 | 0.303 | 9 |
+| ACCESS | 0.600 | 0.600 | 0.600 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 11% | 0.982 | 1.000 | 0.235 |
+| 21% | 0.942 | 0.875 | 0.412 |
+| 29% | 0.895 | 0.636 | 0.412 |
+| 39% | 0.834 | 0.467 | 0.412 |
+| 50% | 0.684 | 0.368 | 0.412 |
+| 61% | 0.637 | 0.348 | 0.471 |
+| 71% | 0.569 | 0.296 | 0.471 |
+| 79% | 0.539 | 0.267 | 0.471 |
+| 89% | 0.441 | 0.235 | 0.471 |
+| 100% | 0.330 | 0.211 | 0.471 |
diff --git a/reports/neural/ablation-1/ablation-1-no-context-seed1_dev_holdout.md b/reports/neural/ablation-1/ablation-1-no-context-seed1_dev_holdout.md
new file mode 100644
index 0000000..9a38267
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-context-seed1_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-no-context-seed1
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-context-seed1.jsonl` (ablation-1-no-context-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.198 | [0.154, 0.253] |
+| Exact span F1 | 0.233 | [0.192, 0.288] |
+| Exact span precision | 0.160 | [0.128, 0.203] |
+| Exact span recall | 0.429 | [0.358, 0.505] |
+| Role macro-F1 (roles with gold support) | 0.107 | [0.072, 0.176] |
+| Category macro-F1 | 0.179 | [0.135, 0.237] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.070 | [0.018, 0.137] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.610 | [0.528, 0.675] |
+| Reversed meaning rate (lower is better) | 0.030 | [0.000, 0.075] |
+| Category accuracy on exactly matched spans | 0.917 | [0.831, 0.984] |
+| Role accuracy on exactly matched spans | 0.933 | [0.850, 0.986] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.165 | 0.433 | 0.239 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.125 | 0.400 | 0.190 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.091 | 0.278 | 0.137 | 18 |
+| USAGE | 0.112 | 0.407 | 0.175 | 54 |
+| ACCESS | 0.270 | 0.500 | 0.351 | 54 |
+| PLATFORM | 0.042 | 0.071 | 0.053 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.936 | 0.368 | 0.100 |
+| 20% | 0.850 | 0.347 | 0.186 |
+| 30% | 0.758 | 0.283 | 0.229 |
+| 40% | 0.709 | 0.253 | 0.271 |
+| 50% | 0.631 | 0.223 | 0.300 |
+| 60% | 0.586 | 0.199 | 0.321 |
+| 70% | 0.550 | 0.175 | 0.329 |
+| 80% | 0.503 | 0.163 | 0.350 |
+| 90% | 0.428 | 0.151 | 0.364 |
+| 100% | 0.217 | 0.136 | 0.364 |
diff --git a/reports/neural/ablation-1/ablation-1-no-context-seed1_dev_manual.md b/reports/neural/ablation-1/ablation-1-no-context-seed1_dev_manual.md
new file mode 100644
index 0000000..36abcfb
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-context-seed1_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-no-context-seed1
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-context-seed1.jsonl` (ablation-1-no-context-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.254 | [0.118, 0.448] |
+| Exact span F1 | 0.286 | [0.152, 0.500] |
+| Exact span precision | 0.196 | [0.098, 0.389] |
+| Exact span recall | 0.529 | [0.300, 0.778] |
+| Role macro-F1 (roles with gold support) | 0.148 | [0.074, 0.440] |
+| Category macro-F1 | 0.265 | [0.179, 0.567] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.553 | [0.323, 0.744] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 0.889 | [0.600, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.211 | 0.500 | 0.296 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.143 | 1.000 | 0.250 | 1 |
+| USAGE | 0.172 | 0.556 | 0.263 | 9 |
+| ACCESS | 0.500 | 0.600 | 0.545 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 11% | 0.964 | 0.800 | 0.235 |
+| 20% | 0.932 | 0.556 | 0.294 |
+| 30% | 0.887 | 0.429 | 0.353 |
+| 39% | 0.805 | 0.389 | 0.412 |
+| 50% | 0.728 | 0.304 | 0.412 |
+| 61% | 0.656 | 0.250 | 0.412 |
+| 70% | 0.627 | 0.219 | 0.412 |
+| 80% | 0.533 | 0.216 | 0.471 |
+| 89% | 0.463 | 0.195 | 0.471 |
+| 100% | 0.384 | 0.174 | 0.471 |
diff --git a/reports/neural/ablation-1/ablation-1-no-context-seed2_dev_holdout.md b/reports/neural/ablation-1/ablation-1-no-context-seed2_dev_holdout.md
new file mode 100644
index 0000000..85c6924
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-context-seed2_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-no-context-seed2
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-context-seed2.jsonl` (ablation-1-no-context-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.173 | [0.129, 0.230] |
+| Exact span F1 | 0.208 | [0.160, 0.267] |
+| Exact span precision | 0.149 | [0.111, 0.197] |
+| Exact span recall | 0.343 | [0.271, 0.427] |
+| Role macro-F1 (roles with gold support) | 0.080 | [0.055, 0.137] |
+| Category macro-F1 | 0.138 | [0.101, 0.179] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.053 | [0.000, 0.111] |
+| Complete-document exact match, documents without conditions | 0.250 | [0.000, 0.500] |
+| False prerequisite rate (lower is better) | 0.506 | [0.432, 0.579] |
+| Reversed meaning rate (lower is better) | 0.053 | [0.014, 0.095] |
+| Category accuracy on exactly matched spans | 0.896 | [0.816, 0.973] |
+| Role accuracy on exactly matched spans | 0.938 | [0.860, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.170 | 0.358 | 0.231 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.057 | 0.200 | 0.089 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.067 | 0.167 | 0.095 | 18 |
+| USAGE | 0.121 | 0.352 | 0.180 | 54 |
+| ACCESS | 0.216 | 0.389 | 0.278 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.956 | 0.312 | 0.071 |
+| 20% | 0.864 | 0.359 | 0.164 |
+| 30% | 0.750 | 0.309 | 0.214 |
+| 40% | 0.687 | 0.240 | 0.221 |
+| 50% | 0.621 | 0.224 | 0.257 |
+| 60% | 0.575 | 0.187 | 0.257 |
+| 70% | 0.530 | 0.164 | 0.264 |
+| 80% | 0.488 | 0.155 | 0.286 |
+| 90% | 0.427 | 0.138 | 0.286 |
+| 100% | 0.224 | 0.124 | 0.286 |
diff --git a/reports/neural/ablation-1/ablation-1-no-context-seed2_dev_manual.md b/reports/neural/ablation-1/ablation-1-no-context-seed2_dev_manual.md
new file mode 100644
index 0000000..aa1373f
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-context-seed2_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-no-context-seed2
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-context-seed2.jsonl` (ablation-1-no-context-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.222 | [0.038, 0.455] |
+| Exact span F1 | 0.254 | [0.073, 0.500] |
+| Exact span precision | 0.174 | [0.048, 0.375] |
+| Exact span recall | 0.471 | [0.154, 0.812] |
+| Role macro-F1 (roles with gold support) | 0.127 | [0.026, 0.423] |
+| Category macro-F1 | 0.237 | [0.100, 0.564] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.462 | [0.300, 0.625] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 0.875 | [0.400, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.179 | 0.438 | 0.255 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.200 | 1.000 | 0.333 | 1 |
+| USAGE | 0.161 | 0.556 | 0.250 | 9 |
+| ACCESS | 0.333 | 0.400 | 0.364 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 11% | 0.970 | 1.000 | 0.294 |
+| 20% | 0.927 | 0.556 | 0.294 |
+| 30% | 0.832 | 0.429 | 0.353 |
+| 39% | 0.787 | 0.389 | 0.412 |
+| 50% | 0.709 | 0.304 | 0.412 |
+| 61% | 0.606 | 0.250 | 0.412 |
+| 70% | 0.564 | 0.219 | 0.412 |
+| 80% | 0.508 | 0.189 | 0.412 |
+| 89% | 0.358 | 0.171 | 0.412 |
+| 100% | 0.249 | 0.152 | 0.412 |
diff --git a/reports/neural/ablation-1/ablation-1-no-group-seed0_dev_holdout.md b/reports/neural/ablation-1/ablation-1-no-group-seed0_dev_holdout.md
new file mode 100644
index 0000000..b5db013
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-group-seed0_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-no-group-seed0
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-group-seed0.jsonl` (ablation-1-no-group-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.193 | [0.139, 0.258] |
+| Exact span F1 | 0.224 | [0.170, 0.291] |
+| Exact span precision | 0.162 | [0.121, 0.216] |
+| Exact span recall | 0.364 | [0.288, 0.449] |
+| Role macro-F1 (roles with gold support) | 0.121 | [0.078, 0.199] |
+| Category macro-F1 | 0.166 | [0.117, 0.218] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.053 | [0.000, 0.131] |
+| Complete-document exact match, documents without conditions | 0.250 | [0.000, 0.500] |
+| False prerequisite rate (lower is better) | 0.459 | [0.391, 0.526] |
+| Reversed meaning rate (lower is better) | 0.047 | [0.015, 0.085] |
+| Category accuracy on exactly matched spans | 0.882 | [0.761, 0.971] |
+| Role accuracy on exactly matched spans | 0.980 | [0.933, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.193 | 0.375 | 0.255 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.147 | 0.500 | 0.227 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.146 | 0.389 | 0.212 | 18 |
+| USAGE | 0.122 | 0.333 | 0.179 | 54 |
+| ACCESS | 0.215 | 0.370 | 0.272 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.986 | 0.469 | 0.107 |
+| 20% | 0.946 | 0.381 | 0.171 |
+| 30% | 0.892 | 0.319 | 0.214 |
+| 40% | 0.782 | 0.278 | 0.250 |
+| 50% | 0.704 | 0.234 | 0.264 |
+| 60% | 0.646 | 0.222 | 0.300 |
+| 70% | 0.579 | 0.195 | 0.307 |
+| 80% | 0.537 | 0.171 | 0.307 |
+| 90% | 0.466 | 0.151 | 0.307 |
+| 100% | 0.179 | 0.140 | 0.314 |
diff --git a/reports/neural/ablation-1/ablation-1-no-group-seed0_dev_manual.md b/reports/neural/ablation-1/ablation-1-no-group-seed0_dev_manual.md
new file mode 100644
index 0000000..2892d6a
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-group-seed0_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-no-group-seed0
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-group-seed0.jsonl` (ablation-1-no-group-seed0)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.355 | [0.207, 0.545] |
+| Exact span F1 | 0.387 | [0.250, 0.593] |
+| Exact span precision | 0.267 | [0.167, 0.438] |
+| Exact span recall | 0.706 | [0.471, 1.000] |
+| Role macro-F1 (roles with gold support) | 0.216 | [0.137, 0.571] |
+| Category macro-F1 | 0.442 | [0.319, 0.781] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.514 | [0.333, 0.667] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 0.917 | [0.667, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.314 | 0.688 | 0.431 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.167 | 1.000 | 0.286 | 1 |
+| USAGE | 0.200 | 0.667 | 0.308 | 9 |
+| ACCESS | 1.000 | 0.800 | 0.889 | 5 |
+| PLATFORM | 0.200 | 0.500 | 0.286 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 9% | 0.984 | 0.750 | 0.176 |
+| 20% | 0.943 | 0.667 | 0.353 |
+| 31% | 0.930 | 0.643 | 0.529 |
+| 40% | 0.883 | 0.500 | 0.529 |
+| 49% | 0.804 | 0.409 | 0.529 |
+| 60% | 0.747 | 0.333 | 0.529 |
+| 71% | 0.622 | 0.344 | 0.647 |
+| 80% | 0.558 | 0.306 | 0.647 |
+| 89% | 0.497 | 0.275 | 0.647 |
+| 100% | 0.276 | 0.244 | 0.647 |
diff --git a/reports/neural/ablation-1/ablation-1-no-group-seed1_dev_holdout.md b/reports/neural/ablation-1/ablation-1-no-group-seed1_dev_holdout.md
new file mode 100644
index 0000000..68b6438
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-group-seed1_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-no-group-seed1
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-group-seed1.jsonl` (ablation-1-no-group-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.228 | [0.180, 0.288] |
+| Exact span F1 | 0.287 | [0.237, 0.349] |
+| Exact span precision | 0.220 | [0.179, 0.276] |
+| Exact span recall | 0.414 | [0.342, 0.496] |
+| Role macro-F1 (roles with gold support) | 0.127 | [0.091, 0.195] |
+| Category macro-F1 | 0.217 | [0.163, 0.286] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.070 | [0.017, 0.148] |
+| Complete-document exact match, documents without conditions | 0.250 | [0.000, 0.500] |
+| False prerequisite rate (lower is better) | 0.498 | [0.423, 0.573] |
+| Reversed meaning rate (lower is better) | 0.065 | [0.024, 0.110] |
+| Category accuracy on exactly matched spans | 0.879 | [0.776, 0.963] |
+| Role accuracy on exactly matched spans | 0.914 | [0.821, 0.982] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.234 | 0.408 | 0.298 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.143 | 0.400 | 0.211 | 10 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.171 | 0.389 | 0.237 | 18 |
+| USAGE | 0.160 | 0.389 | 0.227 | 54 |
+| ACCESS | 0.293 | 0.407 | 0.341 | 54 |
+| PLATFORM | 0.059 | 0.071 | 0.065 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.990 | 0.538 | 0.100 |
+| 20% | 0.949 | 0.472 | 0.179 |
+| 30% | 0.895 | 0.380 | 0.214 |
+| 40% | 0.801 | 0.340 | 0.257 |
+| 50% | 0.750 | 0.295 | 0.279 |
+| 60% | 0.648 | 0.253 | 0.286 |
+| 70% | 0.573 | 0.227 | 0.300 |
+| 80% | 0.518 | 0.213 | 0.321 |
+| 90% | 0.454 | 0.193 | 0.329 |
+| 100% | 0.159 | 0.174 | 0.329 |
diff --git a/reports/neural/ablation-1/ablation-1-no-group-seed1_dev_manual.md b/reports/neural/ablation-1/ablation-1-no-group-seed1_dev_manual.md
new file mode 100644
index 0000000..f5fc170
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-group-seed1_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-no-group-seed1
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-group-seed1.jsonl` (ablation-1-no-group-seed1)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.310 | [0.140, 0.576] |
+| Exact span F1 | 0.310 | [0.140, 0.576] |
+| Exact span precision | 0.220 | [0.098, 0.457] |
+| Exact span recall | 0.529 | [0.238, 0.818] |
+| Role macro-F1 (roles with gold support) | 0.176 | [0.093, 0.538] |
+| Category macro-F1 | 0.251 | [0.142, 0.537] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.222 | [0.000, 0.455] |
+| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] |
+| False prerequisite rate (lower is better) | 0.571 | [0.250, 0.750] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.257 | 0.562 | 0.353 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 |
+| USAGE | 0.185 | 0.556 | 0.278 | 9 |
+| ACCESS | 0.667 | 0.800 | 0.727 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.991 | 1.000 | 0.235 |
+| 20% | 0.986 | 0.875 | 0.412 |
+| 29% | 0.969 | 0.667 | 0.471 |
+| 39% | 0.877 | 0.500 | 0.471 |
+| 49% | 0.811 | 0.450 | 0.529 |
+| 61% | 0.672 | 0.360 | 0.529 |
+| 71% | 0.625 | 0.310 | 0.529 |
+| 80% | 0.584 | 0.273 | 0.529 |
+| 90% | 0.502 | 0.243 | 0.529 |
+| 100% | 0.389 | 0.220 | 0.529 |
diff --git a/reports/neural/ablation-1/ablation-1-no-group-seed2_dev_holdout.md b/reports/neural/ablation-1/ablation-1-no-group-seed2_dev_holdout.md
new file mode 100644
index 0000000..4c9582c
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-group-seed2_dev_holdout.md
@@ -0,0 +1,57 @@
+# Agreement with model drafts (held-out half): ablation-1-no-group-seed2
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-group-seed2.jsonl` (ablation-1-no-group-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 61 (57 with gold conditions, 4 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.134 | [0.100, 0.181] |
+| Exact span F1 | 0.170 | [0.132, 0.221] |
+| Exact span precision | 0.108 | [0.081, 0.147] |
+| Exact span recall | 0.400 | [0.331, 0.486] |
+| Role macro-F1 (roles with gold support) | 0.091 | [0.057, 0.179] |
+| Category macro-F1 | 0.106 | [0.081, 0.139] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.667 | [0.600, 0.722] |
+| Reversed meaning rate (lower is better) | 0.044 | [0.016, 0.074] |
+| Category accuracy on exactly matched spans | 0.804 | [0.702, 0.909] |
+| Role accuracy on exactly matched spans | 0.964 | [0.911, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.124 | 0.408 | 0.190 | 120 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 2 |
+| NOT_REQUIRED | 0.087 | 0.400 | 0.143 | 10 |
+| UNCERTAIN | 0.018 | 0.125 | 0.031 | 8 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.050 | 0.222 | 0.082 | 18 |
+| USAGE | 0.092 | 0.426 | 0.152 | 54 |
+| ACCESS | 0.134 | 0.333 | 0.191 | 54 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 14 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.713 | 0.250 | 0.093 |
+| 20% | 0.627 | 0.173 | 0.129 |
+| 30% | 0.567 | 0.142 | 0.157 |
+| 40% | 0.519 | 0.135 | 0.200 |
+| 50% | 0.492 | 0.131 | 0.243 |
+| 60% | 0.461 | 0.116 | 0.257 |
+| 70% | 0.417 | 0.107 | 0.279 |
+| 80% | 0.373 | 0.094 | 0.279 |
+| 90% | 0.323 | 0.090 | 0.300 |
+| 100% | 0.162 | 0.085 | 0.314 |
diff --git a/reports/neural/ablation-1/ablation-1-no-group-seed2_dev_manual.md b/reports/neural/ablation-1/ablation-1-no-group-seed2_dev_manual.md
new file mode 100644
index 0000000..7a9c9ea
--- /dev/null
+++ b/reports/neural/ablation-1/ablation-1-no-group-seed2_dev_manual.md
@@ -0,0 +1,57 @@
+# Hand-labelled dev: ablation-1-no-group-seed2
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Predictions: `reports/neural/ablation-1/predictions/ablation-1-no-group-seed2.jsonl` (ablation-1-no-group-seed2)
+- Bootstrap: 1000 resamples, project clusters, seed 0
+- Documents: 10 (9 with gold conditions, 1 without)
+
+## Headline metrics (95% bootstrap intervals)
+
+| Metric | Estimate | 95% CI |
+|---|---:|:---:|
+| Typed condition micro-F1 (span + category + role) | 0.177 | [0.068, 0.304] |
+| Exact span F1 | 0.203 | [0.100, 0.338] |
+| Exact span precision | 0.129 | [0.063, 0.234] |
+| Exact span recall | 0.471 | [0.222, 0.692] |
+| Role macro-F1 (roles with gold support) | 0.115 | [0.047, 0.343] |
+| Category macro-F1 | 0.212 | [0.084, 0.437] |
+| Group exact-match F1 | 0.000 | [0.000, 0.000] |
+| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.300] |
+| Complete-document exact match, documents without conditions | 0.000 | [0.000, 0.000] |
+| False prerequisite rate (lower is better) | 0.622 | [0.424, 0.767] |
+| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] |
+| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] |
+| Role accuracy on exactly matched spans | 0.875 | [0.500, 1.000] |
+
+## Per-role results (exact span + role)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| REQUIRED | 0.156 | 0.438 | 0.230 | 16 |
+| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 |
+| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 |
+| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 |
+
+## Per-category results (exact span + category)
+
+| Label | Precision | Recall | F1 | Gold support |
+|---|---:|---:|---:|---:|
+| CONFIGURATION | 0.250 | 1.000 | 0.400 | 1 |
+| USAGE | 0.119 | 0.556 | 0.196 | 9 |
+| ACCESS | 0.182 | 0.400 | 0.250 | 5 |
+| PLATFORM | 0.000 | 0.000 | 0.000 | 2 |
+
+## Precision versus coverage
+
+| Coverage | Confidence ≥ | Typed precision | Retained recall |
+|---:|---:|---:|---:|
+| 10% | 0.773 | 0.500 | 0.176 |
+| 19% | 0.719 | 0.333 | 0.235 |
+| 31% | 0.627 | 0.263 | 0.294 |
+| 40% | 0.562 | 0.240 | 0.353 |
+| 50% | 0.531 | 0.226 | 0.412 |
+| 60% | 0.505 | 0.189 | 0.412 |
+| 69% | 0.454 | 0.163 | 0.412 |
+| 81% | 0.388 | 0.140 | 0.412 |
+| 90% | 0.323 | 0.125 | 0.412 |
+| 100% | 0.271 | 0.113 | 0.412 |
diff --git a/reports/neural/ablation-1/compare_holdout_docs-120-seed0.md b/reports/neural/ablation-1/compare_holdout_docs-120-seed0.md
new file mode 100644
index 0000000..17a926d
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_docs-120-seed0.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 0: full -> docs-120
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed0.jsonl` (ablation-1-docs-120-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-docs-120-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.208 | 0.089 | -0.120 | [-0.180, -0.063] | B clearly worse |
+| Exact span F1 | 0.244 | 0.109 | -0.136 | [-0.196, -0.076] | B clearly worse |
+| Exact span precision | 0.179 | 0.068 | -0.111 | [-0.161, -0.066] | B clearly worse |
+| Exact span recall | 0.386 | 0.271 | -0.114 | [-0.220, -0.014] | B clearly worse |
+| Role macro-F1 (roles with gold support) | 0.127 | 0.049 | -0.078 | [-0.183, -0.017] | B clearly worse |
+| Category macro-F1 | 0.193 | 0.070 | -0.123 | [-0.182, -0.072] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.053 | 0.000 | -0.053 | [-0.131, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 0.000 | -0.250 | [-0.500, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.428 | 0.668 | +0.240 | [+0.160, +0.312] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.046 | 0.033 | -0.014 | [-0.059, +0.027] | no clear difference |
+| Category accuracy on exactly matched spans | 0.926 | 0.842 | -0.084 | [-0.173, +0.004] | no clear difference |
+| Role accuracy on exactly matched spans | 0.926 | 0.974 | +0.048 | [-0.047, +0.154] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_docs-120-seed1.md b/reports/neural/ablation-1/compare_holdout_docs-120-seed1.md
new file mode 100644
index 0000000..e55a865
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_docs-120-seed1.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 1: full -> docs-120
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed1.jsonl` (ablation-1-docs-120-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-docs-120-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.198 | 0.141 | -0.057 | [-0.092, -0.024] | B clearly worse |
+| Exact span F1 | 0.225 | 0.163 | -0.062 | [-0.092, -0.036] | B clearly worse |
+| Exact span precision | 0.156 | 0.110 | -0.046 | [-0.070, -0.026] | B clearly worse |
+| Exact span recall | 0.407 | 0.314 | -0.093 | [-0.139, -0.048] | B clearly worse |
+| Role macro-F1 (roles with gold support) | 0.121 | 0.056 | -0.065 | [-0.128, -0.028] | B clearly worse |
+| Category macro-F1 | 0.171 | 0.102 | -0.069 | [-0.109, -0.036] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.070 | 0.018 | -0.053 | [-0.118, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.000 | 0.750 | +0.750 | [+0.000, +1.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.567 | 0.629 | +0.062 | [+0.012, +0.108] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.056 | 0.056 | -0.000 | [-0.044, +0.056] | no clear difference |
+| Category accuracy on exactly matched spans | 0.912 | 0.886 | -0.026 | [-0.120, +0.047] | no clear difference |
+| Role accuracy on exactly matched spans | 0.947 | 0.955 | +0.007 | [-0.083, +0.089] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_docs-120-seed2.md b/reports/neural/ablation-1/compare_holdout_docs-120-seed2.md
new file mode 100644
index 0000000..f16e82b
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_docs-120-seed2.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 2: full -> docs-120
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed2.jsonl` (ablation-1-docs-120-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-docs-120-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.185 | 0.061 | -0.124 | [-0.169, -0.083] | B clearly worse |
+| Exact span F1 | 0.221 | 0.085 | -0.136 | [-0.180, -0.097] | B clearly worse |
+| Exact span precision | 0.162 | 0.050 | -0.112 | [-0.151, -0.081] | B clearly worse |
+| Exact span recall | 0.350 | 0.286 | -0.064 | [-0.149, +0.014] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.100 | 0.026 | -0.073 | [-0.143, -0.035] | B clearly worse |
+| Category macro-F1 | 0.149 | 0.061 | -0.088 | [-0.131, -0.040] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.018 | 0.000 | -0.018 | [-0.052, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 0.000 | -0.250 | [-0.500, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.793 | +0.310 | [+0.256, +0.369] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.047 | 0.043 | -0.005 | [-0.042, +0.035] | no clear difference |
+| Category accuracy on exactly matched spans | 0.857 | 0.775 | -0.082 | [-0.290, +0.072] | no clear difference |
+| Role accuracy on exactly matched spans | 0.959 | 0.900 | -0.059 | [-0.183, +0.057] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_docs-60-seed0.md b/reports/neural/ablation-1/compare_holdout_docs-60-seed0.md
new file mode 100644
index 0000000..cd5f086
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_docs-60-seed0.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 0: full -> docs-60
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed0.jsonl` (ablation-1-docs-60-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-docs-60-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.208 | 0.046 | -0.162 | [-0.219, -0.110] | B clearly worse |
+| Exact span F1 | 0.244 | 0.060 | -0.185 | [-0.238, -0.137] | B clearly worse |
+| Exact span precision | 0.179 | 0.039 | -0.140 | [-0.186, -0.102] | B clearly worse |
+| Exact span recall | 0.386 | 0.129 | -0.257 | [-0.338, -0.184] | B clearly worse |
+| Role macro-F1 (roles with gold support) | 0.127 | 0.017 | -0.109 | [-0.198, -0.061] | B clearly worse |
+| Category macro-F1 | 0.193 | 0.035 | -0.159 | [-0.211, -0.114] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.053 | 0.018 | -0.035 | [-0.087, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 0.500 | +0.250 | [+0.000, +1.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.428 | 0.637 | +0.209 | [+0.122, +0.293] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.046 | 0.031 | -0.016 | [-0.055, +0.020] | no clear difference |
+| Category accuracy on exactly matched spans | 0.926 | 0.778 | -0.148 | [-0.331, +0.020] | no clear difference |
+| Role accuracy on exactly matched spans | 0.926 | 1.000 | +0.074 | [+0.000, +0.178] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_docs-60-seed1.md b/reports/neural/ablation-1/compare_holdout_docs-60-seed1.md
new file mode 100644
index 0000000..05b6489
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_docs-60-seed1.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 1: full -> docs-60
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed1.jsonl` (ablation-1-docs-60-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-docs-60-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.198 | 0.072 | -0.125 | [-0.174, -0.083] | B clearly worse |
+| Exact span F1 | 0.225 | 0.075 | -0.150 | [-0.195, -0.112] | B clearly worse |
+| Exact span precision | 0.156 | 0.047 | -0.109 | [-0.147, -0.080] | B clearly worse |
+| Exact span recall | 0.407 | 0.193 | -0.214 | [-0.277, -0.144] | B clearly worse |
+| Role macro-F1 (roles with gold support) | 0.121 | 0.027 | -0.094 | [-0.173, -0.051] | B clearly worse |
+| Category macro-F1 | 0.171 | 0.050 | -0.121 | [-0.165, -0.083] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.070 | 0.000 | -0.070 | [-0.137, -0.018] | B clearly worse |
+| Complete-document exact match, documents without conditions | 0.000 | 0.250 | +0.250 | [+0.000, +1.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.567 | 0.677 | +0.110 | [+0.060, +0.166] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.056 | 0.059 | +0.002 | [-0.059, +0.061] | no clear difference |
+| Category accuracy on exactly matched spans | 0.912 | 0.963 | +0.051 | [+0.000, +0.109] | no clear difference |
+| Role accuracy on exactly matched spans | 0.947 | 1.000 | +0.053 | [+0.000, +0.111] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_docs-60-seed2.md b/reports/neural/ablation-1/compare_holdout_docs-60-seed2.md
new file mode 100644
index 0000000..8606de6
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_docs-60-seed2.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 2: full -> docs-60
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed2.jsonl` (ablation-1-docs-60-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-docs-60-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.185 | 0.107 | -0.078 | [-0.123, -0.031] | B clearly worse |
+| Exact span F1 | 0.221 | 0.135 | -0.086 | [-0.136, -0.025] | B clearly worse |
+| Exact span precision | 0.162 | 0.094 | -0.068 | [-0.109, -0.022] | B clearly worse |
+| Exact span recall | 0.350 | 0.243 | -0.107 | [-0.193, -0.013] | B clearly worse |
+| Role macro-F1 (roles with gold support) | 0.100 | 0.037 | -0.063 | [-0.125, -0.024] | B clearly worse |
+| Category macro-F1 | 0.149 | 0.086 | -0.063 | [-0.101, -0.014] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.018 | 0.000 | -0.018 | [-0.052, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 1.000 | +0.750 | [+0.000, +1.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.584 | +0.101 | [+0.038, +0.170] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.047 | 0.053 | +0.006 | [-0.037, +0.046] | no clear difference |
+| Category accuracy on exactly matched spans | 0.857 | 0.794 | -0.063 | [-0.207, +0.056] | no clear difference |
+| Role accuracy on exactly matched spans | 0.959 | 0.941 | -0.018 | [-0.112, +0.073] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_no-context-seed0.md b/reports/neural/ablation-1/compare_holdout_no-context-seed0.md
new file mode 100644
index 0000000..2694bcc
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_no-context-seed0.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 0: full -> no-context
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-context-seed0.jsonl` (ablation-1-no-context-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-no-context-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.208 | 0.227 | +0.019 | [-0.021, +0.062] | no clear difference |
+| Exact span F1 | 0.244 | 0.264 | +0.020 | [-0.024, +0.073] | no clear difference |
+| Exact span precision | 0.179 | 0.195 | +0.016 | [-0.018, +0.061] | no clear difference |
+| Exact span recall | 0.386 | 0.407 | +0.021 | [-0.038, +0.085] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.127 | 0.137 | +0.011 | [-0.026, +0.038] | no clear difference |
+| Category macro-F1 | 0.193 | 0.187 | -0.006 | [-0.037, +0.038] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.053 | 0.070 | +0.018 | [+0.000, +0.052] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 0.250 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.428 | 0.466 | +0.038 | [-0.021, +0.091] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.046 | 0.065 | +0.018 | [+0.001, +0.043] | B clearly worse |
+| Category accuracy on exactly matched spans | 0.926 | 0.912 | -0.014 | [-0.045, +0.009] | no clear difference |
+| Role accuracy on exactly matched spans | 0.926 | 0.947 | +0.021 | [-0.035, +0.086] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_no-context-seed1.md b/reports/neural/ablation-1/compare_holdout_no-context-seed1.md
new file mode 100644
index 0000000..5589156
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_no-context-seed1.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 1: full -> no-context
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-context-seed1.jsonl` (ablation-1-no-context-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-no-context-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.198 | 0.198 | +0.000 | [-0.028, +0.027] | no clear difference |
+| Exact span F1 | 0.225 | 0.233 | +0.007 | [-0.021, +0.033] | no clear difference |
+| Exact span precision | 0.156 | 0.160 | +0.004 | [-0.019, +0.025] | no clear difference |
+| Exact span recall | 0.407 | 0.429 | +0.021 | [-0.018, +0.060] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.121 | 0.107 | -0.013 | [-0.060, +0.010] | no clear difference |
+| Category macro-F1 | 0.171 | 0.179 | +0.008 | [-0.007, +0.031] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.070 | 0.070 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.567 | 0.610 | +0.042 | [+0.005, +0.078] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.056 | 0.030 | -0.027 | [-0.060, +0.004] | no clear difference |
+| Category accuracy on exactly matched spans | 0.912 | 0.917 | +0.004 | [-0.040, +0.050] | no clear difference |
+| Role accuracy on exactly matched spans | 0.947 | 0.933 | -0.014 | [-0.082, +0.056] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_no-context-seed2.md b/reports/neural/ablation-1/compare_holdout_no-context-seed2.md
new file mode 100644
index 0000000..16ca8ad
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_no-context-seed2.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 2: full -> no-context
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-context-seed2.jsonl` (ablation-1-no-context-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-no-context-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.185 | 0.173 | -0.012 | [-0.044, +0.026] | no clear difference |
+| Exact span F1 | 0.221 | 0.208 | -0.013 | [-0.046, +0.025] | no clear difference |
+| Exact span precision | 0.162 | 0.149 | -0.013 | [-0.039, +0.018] | no clear difference |
+| Exact span recall | 0.350 | 0.343 | -0.007 | [-0.054, +0.044] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.100 | 0.080 | -0.020 | [-0.070, +0.004] | no clear difference |
+| Category macro-F1 | 0.149 | 0.138 | -0.011 | [-0.044, +0.029] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.018 | 0.053 | +0.035 | [+0.000, +0.087] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 0.250 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.506 | +0.023 | [-0.022, +0.064] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.047 | 0.053 | +0.005 | [-0.021, +0.036] | no clear difference |
+| Category accuracy on exactly matched spans | 0.857 | 0.896 | +0.039 | [-0.040, +0.119] | no clear difference |
+| Role accuracy on exactly matched spans | 0.959 | 0.938 | -0.022 | [-0.096, +0.044] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_no-group-seed0.md b/reports/neural/ablation-1/compare_holdout_no-group-seed0.md
new file mode 100644
index 0000000..9ec2a5b
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_no-group-seed0.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 0: full -> no-group
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-group-seed0.jsonl` (ablation-1-no-group-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-no-group-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.208 | 0.193 | -0.015 | [-0.060, +0.028] | no clear difference |
+| Exact span F1 | 0.244 | 0.224 | -0.020 | [-0.059, +0.018] | no clear difference |
+| Exact span precision | 0.179 | 0.162 | -0.017 | [-0.047, +0.015] | no clear difference |
+| Exact span recall | 0.386 | 0.364 | -0.021 | [-0.083, +0.031] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.127 | 0.121 | -0.006 | [-0.032, +0.013] | no clear difference |
+| Category macro-F1 | 0.193 | 0.166 | -0.027 | [-0.059, +0.008] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.053 | 0.053 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 0.250 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.428 | 0.459 | +0.031 | [-0.024, +0.089] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.046 | 0.047 | +0.001 | [-0.029, +0.029] | no clear difference |
+| Category accuracy on exactly matched spans | 0.926 | 0.882 | -0.044 | [-0.122, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.926 | 0.980 | +0.054 | [+0.000, +0.128] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_no-group-seed1.md b/reports/neural/ablation-1/compare_holdout_no-group-seed1.md
new file mode 100644
index 0000000..d3412e7
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_no-group-seed1.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 1: full -> no-group
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-group-seed1.jsonl` (ablation-1-no-group-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-no-group-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.198 | 0.228 | +0.030 | [-0.003, +0.064] | no clear difference |
+| Exact span F1 | 0.225 | 0.287 | +0.062 | [+0.030, +0.098] | B clearly better |
+| Exact span precision | 0.156 | 0.220 | +0.064 | [+0.037, +0.095] | B clearly better |
+| Exact span recall | 0.407 | 0.414 | +0.007 | [-0.034, +0.051] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.121 | 0.127 | +0.007 | [-0.038, +0.034] | no clear difference |
+| Category macro-F1 | 0.171 | 0.217 | +0.047 | [+0.019, +0.080] | B clearly better |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.070 | 0.070 | +0.000 | [-0.046, +0.054] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.000 | 0.250 | +0.250 | [+0.000, +0.500] | no clear difference |
+| False prerequisite rate (lower is better) | 0.567 | 0.498 | -0.070 | [-0.117, -0.024] | B clearly better |
+| Reversed meaning rate (lower is better) | 0.056 | 0.065 | +0.009 | [-0.038, +0.055] | no clear difference |
+| Category accuracy on exactly matched spans | 0.912 | 0.879 | -0.033 | [-0.111, +0.027] | no clear difference |
+| Role accuracy on exactly matched spans | 0.947 | 0.914 | -0.034 | [-0.099, +0.027] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_holdout_no-group-seed2.md b/reports/neural/ablation-1/compare_holdout_no-group-seed2.md
new file mode 100644
index 0000000..ef918fd
--- /dev/null
+++ b/reports/neural/ablation-1/compare_holdout_no-group-seed2.md
@@ -0,0 +1,25 @@
+# Agreement (held-out half), seed 2: full -> no-group
+
+- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; subset `splits/selection-v1/holdout.json`; 61 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-group-seed2.jsonl` (ablation-1-no-group-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 61
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-no-group-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.185 | 0.134 | -0.051 | [-0.081, -0.017] | B clearly worse |
+| Exact span F1 | 0.221 | 0.170 | -0.051 | [-0.086, -0.009] | B clearly worse |
+| Exact span precision | 0.162 | 0.108 | -0.054 | [-0.079, -0.024] | B clearly worse |
+| Exact span recall | 0.350 | 0.400 | +0.050 | [-0.014, +0.120] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.100 | 0.091 | -0.009 | [-0.040, +0.037] | no clear difference |
+| Category macro-F1 | 0.149 | 0.106 | -0.043 | [-0.078, +0.006] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.018 | 0.000 | -0.018 | [-0.052, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 0.250 | 0.000 | -0.250 | [-0.500, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.667 | +0.183 | [+0.132, +0.238] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.047 | 0.044 | -0.003 | [-0.030, +0.021] | no clear difference |
+| Category accuracy on exactly matched spans | 0.857 | 0.804 | -0.054 | [-0.166, +0.047] | no clear difference |
+| Role accuracy on exactly matched spans | 0.959 | 0.964 | +0.005 | [-0.068, +0.079] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_docs-120-seed0.md b/reports/neural/ablation-1/compare_manual_docs-120-seed0.md
new file mode 100644
index 0000000..56b068f
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_docs-120-seed0.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 0: full -> docs-120
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed0.jsonl` (ablation-1-docs-120-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-docs-120-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.364 | 0.148 | -0.215 | [-0.308, -0.110] | B clearly worse |
+| Exact span F1 | 0.400 | 0.173 | -0.227 | [-0.382, -0.075] | B clearly worse |
+| Exact span precision | 0.289 | 0.109 | -0.180 | [-0.321, -0.068] | B clearly worse |
+| Exact span recall | 0.647 | 0.412 | -0.235 | [-0.533, +0.000] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.222 | 0.096 | -0.126 | [-0.351, -0.037] | B clearly worse |
+| Category macro-F1 | 0.329 | 0.105 | -0.224 | [-0.518, -0.128] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.100 | +0.100 | [+0.000, +0.353] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.111 | +0.000 | [-0.250, +0.333] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.632 | +0.149 | [-0.028, +0.286] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 0.857 | -0.143 | [-1.000, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.909 | 1.000 | +0.091 | [+0.000, +0.375] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_docs-120-seed1.md b/reports/neural/ablation-1/compare_manual_docs-120-seed1.md
new file mode 100644
index 0000000..834327b
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_docs-120-seed1.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 1: full -> docs-120
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed1.jsonl` (ablation-1-docs-120-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-docs-120-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.281 | 0.305 | +0.024 | [-0.067, +0.104] | no clear difference |
+| Exact span F1 | 0.351 | 0.339 | -0.012 | [-0.167, +0.091] | no clear difference |
+| Exact span precision | 0.250 | 0.238 | -0.012 | [-0.149, +0.070] | no clear difference |
+| Exact span recall | 0.588 | 0.588 | +0.000 | [-0.200, +0.154] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.188 | 0.204 | +0.017 | [-0.044, +0.098] | no clear difference |
+| Category macro-F1 | 0.294 | 0.199 | -0.095 | [-0.341, +0.063] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.167 | +0.167 | [+0.000, +0.421] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.111 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.500 | 0.545 | +0.045 | [-0.056, +0.127] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 0.900 | 0.900 | +0.000 | [-0.024, +0.083] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 1.000 | +0.100 | [+0.000, +0.333] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_docs-120-seed2.md b/reports/neural/ablation-1/compare_manual_docs-120-seed2.md
new file mode 100644
index 0000000..4e76d59
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_docs-120-seed2.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 2: full -> docs-120
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-120-seed2.jsonl` (ablation-1-docs-120-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-docs-120-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.340 | 0.106 | -0.233 | [-0.428, -0.064] | B clearly worse |
+| Exact span F1 | 0.377 | 0.124 | -0.253 | [-0.486, -0.070] | B clearly worse |
+| Exact span precision | 0.278 | 0.073 | -0.205 | [-0.409, -0.071] | B clearly worse |
+| Exact span recall | 0.588 | 0.412 | -0.176 | [-0.455, +0.053] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.191 | 0.067 | -0.124 | [-0.411, -0.033] | B clearly worse |
+| Category macro-F1 | 0.569 | 0.053 | -0.516 | [-0.683, -0.201] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.000 | -0.111 | [-0.300, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 0.000 | -1.000 | [-1.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.484 | 0.807 | +0.323 | [+0.150, +0.497] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 0.857 | -0.143 | [-0.500, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 1.000 | +0.100 | [+0.000, +0.375] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_docs-60-seed0.md b/reports/neural/ablation-1/compare_manual_docs-60-seed0.md
new file mode 100644
index 0000000..87121bd
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_docs-60-seed0.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 0: full -> docs-60
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed0.jsonl` (ablation-1-docs-60-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-docs-60-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.364 | 0.029 | -0.335 | [-0.565, -0.122] | B clearly worse |
+| Exact span F1 | 0.400 | 0.058 | -0.342 | [-0.600, -0.093] | B clearly worse |
+| Exact span precision | 0.289 | 0.038 | -0.251 | [-0.472, -0.070] | B clearly worse |
+| Exact span recall | 0.647 | 0.118 | -0.529 | [-0.913, -0.095] | B clearly worse |
+| Role macro-F1 (roles with gold support) | 0.222 | 0.035 | -0.187 | [-0.584, -0.045] | B clearly worse |
+| Category macro-F1 | 0.329 | 0.029 | -0.300 | [-0.630, -0.181] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.000 | -0.111 | [-0.300, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.537 | +0.054 | [-0.191, +0.203] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.050 | +0.050 | [+0.000, +0.125] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 0.500 | -0.500 | [-1.000, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.909 | 1.000 | +0.091 | [-1.000, +0.375] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_docs-60-seed1.md b/reports/neural/ablation-1/compare_manual_docs-60-seed1.md
new file mode 100644
index 0000000..ad999bb
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_docs-60-seed1.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 1: full -> docs-60
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed1.jsonl` (ablation-1-docs-60-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-docs-60-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.281 | 0.148 | -0.133 | [-0.307, -0.036] | B clearly worse |
+| Exact span F1 | 0.351 | 0.148 | -0.203 | [-0.401, -0.092] | B clearly worse |
+| Exact span precision | 0.250 | 0.094 | -0.156 | [-0.344, -0.067] | B clearly worse |
+| Exact span recall | 0.588 | 0.353 | -0.235 | [-0.500, -0.062] | B clearly worse |
+| Role macro-F1 (roles with gold support) | 0.188 | 0.078 | -0.110 | [-0.294, -0.067] | B clearly worse |
+| Category macro-F1 | 0.294 | 0.115 | -0.178 | [-0.509, +0.008] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.000 | -0.111 | [-0.300, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 0.000 | -1.000 | [-1.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.500 | 0.689 | +0.189 | [+0.079, +0.296] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 0.900 | 1.000 | +0.100 | [+0.000, +0.375] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 1.000 | +0.100 | [+0.000, +0.333] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_docs-60-seed2.md b/reports/neural/ablation-1/compare_manual_docs-60-seed2.md
new file mode 100644
index 0000000..a994688
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_docs-60-seed2.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 2: full -> docs-60
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-docs-60-seed2.jsonl` (ablation-1-docs-60-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-docs-60-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.340 | 0.136 | -0.204 | [-0.431, -0.003] | B clearly worse |
+| Exact span F1 | 0.377 | 0.169 | -0.208 | [-0.439, -0.007] | B clearly worse |
+| Exact span precision | 0.278 | 0.119 | -0.159 | [-0.356, -0.009] | B clearly worse |
+| Exact span recall | 0.588 | 0.294 | -0.294 | [-0.588, +0.000] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.191 | 0.073 | -0.119 | [-0.411, -0.008] | B clearly worse |
+| Category macro-F1 | 0.569 | 0.228 | -0.342 | [-0.551, -0.043] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.111 | +0.000 | [-0.273, +0.375] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 0.000 | -1.000 | [-1.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.484 | 0.538 | +0.055 | [-0.087, +0.185] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 0.800 | -0.100 | [-0.357, +0.000] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_no-context-seed0.md b/reports/neural/ablation-1/compare_manual_no-context-seed0.md
new file mode 100644
index 0000000..b173071
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_no-context-seed0.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 0: full -> no-context
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-context-seed0.jsonl` (ablation-1-no-context-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-no-context-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.364 | 0.291 | -0.073 | [-0.190, +0.021] | no clear difference |
+| Exact span F1 | 0.400 | 0.364 | -0.036 | [-0.177, +0.087] | no clear difference |
+| Exact span precision | 0.289 | 0.263 | -0.026 | [-0.151, +0.063] | no clear difference |
+| Exact span recall | 0.647 | 0.588 | -0.059 | [-0.227, +0.167] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.222 | 0.196 | -0.027 | [-0.177, +0.081] | no clear difference |
+| Category macro-F1 | 0.329 | 0.326 | -0.004 | [-0.208, +0.093] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.222 | +0.111 | [+0.000, +0.375] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.500 | +0.017 | [-0.110, +0.091] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 0.900 | -0.100 | [-0.400, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.909 | 0.900 | -0.009 | [-0.075, +0.067] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_no-context-seed1.md b/reports/neural/ablation-1/compare_manual_no-context-seed1.md
new file mode 100644
index 0000000..fe732ef
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_no-context-seed1.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 1: full -> no-context
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-context-seed1.jsonl` (ablation-1-no-context-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-no-context-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.281 | 0.254 | -0.027 | [-0.079, +0.009] | no clear difference |
+| Exact span F1 | 0.351 | 0.286 | -0.065 | [-0.108, -0.014] | B clearly worse |
+| Exact span precision | 0.250 | 0.196 | -0.054 | [-0.101, -0.012] | B clearly worse |
+| Exact span recall | 0.588 | 0.529 | -0.059 | [-0.182, +0.000] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.188 | 0.148 | -0.039 | [-0.114, -0.009] | B clearly worse |
+| Category macro-F1 | 0.294 | 0.265 | -0.029 | [-0.105, +0.062] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.111 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 0.000 | -1.000 | [-1.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.500 | 0.553 | +0.053 | [-0.050, +0.113] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 0.900 | 1.000 | +0.100 | [+0.000, +0.375] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 0.889 | -0.011 | [-0.086, +0.000] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_no-context-seed2.md b/reports/neural/ablation-1/compare_manual_no-context-seed2.md
new file mode 100644
index 0000000..e2d9fbd
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_no-context-seed2.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 2: full -> no-context
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-context-seed2.jsonl` (ablation-1-no-context-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-no-context-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.340 | 0.222 | -0.117 | [-0.232, -0.034] | B clearly worse |
+| Exact span F1 | 0.377 | 0.254 | -0.123 | [-0.238, -0.041] | B clearly worse |
+| Exact span precision | 0.278 | 0.174 | -0.104 | [-0.197, -0.040] | B clearly worse |
+| Exact span recall | 0.588 | 0.471 | -0.118 | [-0.308, +0.000] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.191 | 0.127 | -0.064 | [-0.221, -0.015] | B clearly worse |
+| Category macro-F1 | 0.569 | 0.237 | -0.333 | [-0.498, -0.022] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.111 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.484 | 0.462 | -0.022 | [-0.093, +0.051] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 0.875 | -0.025 | [-0.267, +0.000] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_no-group-seed0.md b/reports/neural/ablation-1/compare_manual_no-group-seed0.md
new file mode 100644
index 0000000..fc6ac38
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_no-group-seed0.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 0: full -> no-group
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed0.jsonl` (ablation-1-full-seed0)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-group-seed0.jsonl` (ablation-1-no-group-seed0)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed0) | B (ablation-1-no-group-seed0) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.364 | 0.355 | -0.009 | [-0.113, +0.101] | no clear difference |
+| Exact span F1 | 0.400 | 0.387 | -0.013 | [-0.124, +0.100] | no clear difference |
+| Exact span precision | 0.289 | 0.267 | -0.023 | [-0.143, +0.071] | no clear difference |
+| Exact span recall | 0.647 | 0.706 | +0.059 | [+0.000, +0.182] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.222 | 0.216 | -0.007 | [-0.101, +0.088] | no clear difference |
+| Category macro-F1 | 0.329 | 0.442 | +0.113 | [-0.022, +0.219] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.111 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.483 | 0.514 | +0.032 | [-0.038, +0.104] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.909 | 0.917 | +0.008 | [+0.000, +0.083] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_no-group-seed1.md b/reports/neural/ablation-1/compare_manual_no-group-seed1.md
new file mode 100644
index 0000000..479e5ce
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_no-group-seed1.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 1: full -> no-group
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed1.jsonl` (ablation-1-full-seed1)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-group-seed1.jsonl` (ablation-1-no-group-seed1)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed1) | B (ablation-1-no-group-seed1) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.281 | 0.310 | +0.030 | [-0.054, +0.134] | no clear difference |
+| Exact span F1 | 0.351 | 0.310 | -0.041 | [-0.167, +0.089] | no clear difference |
+| Exact span precision | 0.250 | 0.220 | -0.030 | [-0.131, +0.080] | no clear difference |
+| Exact span recall | 0.588 | 0.529 | -0.059 | [-0.300, +0.130] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.188 | 0.176 | -0.011 | [-0.079, +0.079] | no clear difference |
+| Category macro-F1 | 0.294 | 0.251 | -0.042 | [-0.231, +0.148] | no clear difference |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.222 | +0.111 | [+0.000, +0.375] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.500 | 0.571 | +0.071 | [-0.140, +0.173] | no clear difference |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 0.900 | 1.000 | +0.100 | [+0.000, +0.375] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 1.000 | +0.100 | [+0.000, +0.333] | no clear difference |
diff --git a/reports/neural/ablation-1/compare_manual_no-group-seed2.md b/reports/neural/ablation-1/compare_manual_no-group-seed2.md
new file mode 100644
index 0000000..e086d52
--- /dev/null
+++ b/reports/neural/ablation-1/compare_manual_no-group-seed2.md
@@ -0,0 +1,25 @@
+# Hand-labelled dev, seed 2: full -> no-group
+
+- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents)
+- Baseline (A): `reports/neural/ablation-1/predictions/ablation-1-full-seed2.jsonl` (ablation-1-full-seed2)
+- Candidate (B): `reports/neural/ablation-1/predictions/ablation-1-no-group-seed2.jsonl` (ablation-1-no-group-seed2)
+- Bootstrap: 1000 paired resamples, project clusters, seed 0
+- Documents: 10
+
+Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero.
+
+| Metric | A (ablation-1-full-seed2) | B (ablation-1-no-group-seed2) | B - A | 95% CI | Verdict |
+|---|---:|---:|---:|:---:|---|
+| Typed condition micro-F1 (span + category + role) | 0.340 | 0.177 | -0.162 | [-0.325, -0.018] | B clearly worse |
+| Exact span F1 | 0.377 | 0.203 | -0.175 | [-0.343, -0.030] | B clearly worse |
+| Exact span precision | 0.278 | 0.129 | -0.149 | [-0.300, -0.043] | B clearly worse |
+| Exact span recall | 0.588 | 0.471 | -0.118 | [-0.353, +0.087] | no clear difference |
+| Role macro-F1 (roles with gold support) | 0.191 | 0.115 | -0.077 | [-0.276, +0.002] | no clear difference |
+| Category macro-F1 | 0.569 | 0.212 | -0.358 | [-0.536, -0.086] | B clearly worse |
+| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents with conditions | 0.111 | 0.111 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Complete-document exact match, documents without conditions | 1.000 | 0.000 | -1.000 | [-1.000, +0.000] | no clear difference |
+| False prerequisite rate (lower is better) | 0.484 | 0.622 | +0.138 | [+0.034, +0.220] | B clearly worse |
+| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Category accuracy on exactly matched spans | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference |
+| Role accuracy on exactly matched spans | 0.900 | 0.875 | -0.025 | [-0.171, +0.032] | no clear difference |
diff --git a/reports/neural/ablation-1/experiment.md b/reports/neural/ablation-1/experiment.md
new file mode 100644
index 0000000..f32d865
--- /dev/null
+++ b/reports/neural/ablation-1/experiment.md
@@ -0,0 +1,36 @@
+# Experiment: ablations
+
+- Config: `configs/experiments/ablations.toml`
+- Gold: 3 file(s): 239 train docs
+- Dev gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl`, subset `splits/selection-v1/selection.json`: 111 dev docs (early stopping and this table)
+- Split: `splits/pool-v1.json` (41d7354e1a13)
+
+## Runs (dev split, 95% leakage-group bootstrap intervals)
+
+| Run | Docs | Typed F1 | Span F1 | Role macro-F1 | Group F1 | False prereq. | Best epoch | Seconds |
+|---|---:|---:|---:|---:|---:|---:|---:|---:|
+| ablation-1-full-seed0 | 239 | 0.167 [0.130, 0.219] | 0.220 [0.177, 0.270] | 0.120 [0.062, 0.182] | 0.000 [0.000, 0.000] | 0.465 [0.404, 0.509] | 18 | 292.6 |
+| ablation-1-full-seed1 | 239 | 0.167 [0.134, 0.209] | 0.203 [0.170, 0.242] | 0.090 [0.059, 0.118] | 0.000 [0.000, 0.000] | 0.537 [0.453, 0.596] | 16 | 278.1 |
+| ablation-1-full-seed2 | 239 | 0.185 [0.141, 0.248] | 0.230 [0.185, 0.289] | 0.125 [0.062, 0.211] | 0.000 [0.000, 0.000] | 0.497 [0.418, 0.548] | 19 | 293.4 |
+| ablation-1-no-context-seed0 | 239 | 0.181 [0.142, 0.239] | 0.229 [0.190, 0.286] | 0.114 [0.068, 0.175] | 0.000 [0.000, 0.000] | 0.465 [0.394, 0.535] | 20 | 289.0 |
+| ablation-1-no-context-seed1 | 239 | 0.161 [0.117, 0.218] | 0.198 [0.157, 0.250] | 0.088 [0.047, 0.120] | 0.000 [0.000, 0.000] | 0.552 [0.480, 0.610] | 16 | 273.8 |
+| ablation-1-no-context-seed2 | 239 | 0.167 [0.123, 0.228] | 0.205 [0.165, 0.264] | 0.114 [0.060, 0.177] | 0.000 [0.000, 0.000] | 0.497 [0.416, 0.557] | 16 | 273.1 |
+| ablation-1-no-group-seed0 | 239 | 0.193 [0.160, 0.238] | 0.234 [0.192, 0.284] | 0.132 [0.065, 0.213] | 0.000 [0.000, 0.000] | 0.485 [0.409, 0.535] | 15 | 261.3 |
+| ablation-1-no-group-seed1 | 239 | 0.201 [0.158, 0.255] | 0.256 [0.213, 0.306] | 0.127 [0.063, 0.191] | 0.000 [0.000, 0.000] | 0.500 [0.432, 0.552] | 16 | 277.4 |
+| ablation-1-no-group-seed2 | 239 | 0.124 [0.092, 0.170] | 0.159 [0.121, 0.212] | 0.091 [0.052, 0.130] | 0.000 [0.000, 0.000] | 0.615 [0.566, 0.652] | 6 | 131.5 |
+| ablation-1-docs-60-seed0 | 60 | 0.067 [0.045, 0.096] | 0.087 [0.059, 0.119] | 0.069 [0.020, 0.146] | 0.000 [0.000, 0.000] | 0.588 [0.506, 0.645] | 15 | 102.4 |
+| ablation-1-docs-60-seed1 | 60 | 0.070 [0.050, 0.098] | 0.093 [0.073, 0.124] | 0.022 [0.016, 0.031] | 0.000 [0.000, 0.000] | 0.634 [0.583, 0.668] | 17 | 125.4 |
+| ablation-1-docs-60-seed2 | 60 | 0.084 [0.056, 0.128] | 0.117 [0.085, 0.158] | 0.050 [0.022, 0.073] | 0.000 [0.000, 0.000] | 0.599 [0.511, 0.656] | 20 | 138.4 |
+| ablation-1-docs-120-seed0 | 120 | 0.090 [0.067, 0.121] | 0.109 [0.084, 0.143] | 0.051 [0.022, 0.101] | 0.000 [0.000, 0.000] | 0.650 [0.590, 0.687] | 9 | 102.9 |
+| ablation-1-docs-120-seed1 | 120 | 0.129 [0.094, 0.175] | 0.155 [0.121, 0.199] | 0.076 [0.038, 0.110] | 0.000 [0.000, 0.000] | 0.544 [0.473, 0.601] | 18 | 195.9 |
+| ablation-1-docs-120-seed2 | 120 | 0.067 [0.043, 0.101] | 0.098 [0.073, 0.134] | 0.054 [0.022, 0.100] | 0.000 [0.000, 0.000] | 0.766 [0.713, 0.799] | 7 | 91.5 |
+
+## Across seeds (typed F1)
+
+| Variant | Seeds | Mean | SD |
+|---|---:|---:|---:|
+| ablation-1-full | 3 | 0.173 | 0.010 |
+| ablation-1-no-context | 3 | 0.170 | 0.011 |
+| ablation-1-no-group | 3 | 0.173 | 0.042 |
+| ablation-1-docs-60 | 3 | 0.074 | 0.009 |
+| ablation-1-docs-120 | 3 | 0.095 | 0.031 |
diff --git a/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed0.json b/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed0.json
new file mode 100644
index 0000000..fc35ecd
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed0.json
@@ -0,0 +1,369 @@
+{
+  "base_model": "microsoft/deberta-v3-small",
+  "base_revision": "a36c739020e01763fe789b4b85e2df55d6180012",
+  "best_dev_typed_f1": 0.0898876404494382,
+  "best_epoch": 9,
+  "bio_weights": [
+    0.1886,
+    2.0145,
+    0.7969
+  ],
+  "config": {
+    "attribute_loss_weight": 1.0,
+    "base_model": "microsoft/deberta-v3-small",
+    "batch_size": 8,
+    "bio_weighting": "sqrt",
+    "context_tokens": 48,
+    "device": "auto",
+    "epochs": 20,
+    "gradient_accumulation": 2,
+    "group_loss_weight": 1.0,
+    "learning_rate": 5e-05,
+    "max_grad_norm": 1.0,
+    "max_length": 512,
+    "max_train_documents": 120,
+    "min_epochs": 6,
+    "mlflow_experiment": "triggermap-ablations",
+    "model_id": "ablation-1-docs-120-seed0",
+    "patience": 3,
+    "revision": "a36c739020e01763fe789b4b85e2df55d6180012",
+    "seed": 0,
+    "split_assignment_sha256": "41d7354e1a13378667dc5cda74e3ed932f770af94cbde6e12460863981290067",
+    "stride": 64,
+    "use_context": true,
+    "warmup_ratio": 0.1,
+    "weight_decay": 0.01
+  },
+  "device": "cuda",
+  "epochs": [
+    {
+      "dev": {
+        "category_acc_on_matched_spans": 1.0,
+        "category_macro_f1": 0.00044,
+        "doc_exact_with_conditions": 0.0,
+        "doc_exact_without_conditions": 0.0,
+        "false_prerequisite_rate": 0.91013,
+        "group_f1": 0.0,
+        "reversed_meaning_rate": 0.36269,
+        "role_acc_on_matched_spans": 0.0,
+        "role_macro_f1": 0.0,
+        "span_f1": 0.0009,
+        "span_precision": 0.00051,
+        "span_recall": 0.00407,
+        "typed_f1": 0.0
+      },
+      "epoch": 1,
+      "train_loss": {
+        "bio": 1.18923,
+        "category": 1.5272,
+        "group": 1.14217,
+        "role": 1.61864
+      }
+    },
+    {
+      "dev": {
+        "category_acc_on_matched_spans": 0.0,
+        "category_macro_f1": 0.0,
+        "doc_exact_with_conditions": 0.0,
+        "doc_exact_without_conditions": 0.69231,
+        "false_prerequisite_rate": 0.88764,
+        "group_f1": 0.0,
+        "reversed_meaning_rate": 0.38095,
+        "role_acc_on_matched_spans": 0.0,
+        "role_macro_f1": 0.0,
+        "span_f1": 0.0,
+        "span_precision": 0.0,
+        "span_recall": 0.0,
+        "typed_f1": 0.0
+      },
+      "epoch": 2,
+      "train_loss": {
+        "bio": 0.76214,
+        "category": 1.33028,
+        "group": 0.97391,
+        "role": 1.30013
+      }
+    },
+    {
+      "dev": {
+        "category_acc_on_matched_spans": 0.0,
+        "category_macro_f1": 0.0,
+        "doc_exact_with_conditions": 0.0,
+        "doc_exact_without_conditions": 0.46154,
+        "false_prerequisite_rate": 0.73056,
+        "group_f1": 0.0,
+        "reversed_meaning_rate": 0.03968,
+        "role_acc_on_matched_spans": 0.0,
+        "role_macro_f1": 0.0,
+        "span_f1": 0.0,
+        "span_precision": 0.0,
+        "span_recall": 0.0,
+        "typed_f1": 0.0
+      },
+      "epoch": 3,
+      "train_loss": {
+        "bio": 0.65722,
+        "category": 1.02643,
+        "group": 0.69442,
+        "role": 1.03574
+      }
+    },
+    {
+      "dev": {
+        "category_acc_on_matched_spans": 0.69231,
+        "category_macro_f1": 0.0115,
+        "doc_exact_with_conditions": 0.0,
+        "doc_exact_without_conditions": 0.07692,
+        "false_prerequisite_rate": 0.74334,
+        "group_f1": 0.0,
+        "reversed_meaning_rate": 0.02679,
+        "role_acc_on_matched_spans": 1.0,
+        "role_macro_f1": 0.00451,
+        "span_f1": 0.01607,
+        "span_precision": 0.00948,
+        "span_recall": 0.05285,
+        "typed_f1": 0.01112
+      },
+      "epoch": 4,
+      "train_loss": {
+        "bio": 0.60506,
+        "category": 0.77905,
+        "group": 0.41509,
+        "role": 0.77178
+      }
+    },
+    {
+      "dev": {
+        "category_acc_on_matched_spans": 0.7907,
+        "category_macro_f1": 0.02774,
+        "doc_exact_with_conditions": 0.0,
+        "doc_exact_without_conditions": 0.07692,
+        "false_prerequisite_rate": 0.73732,
+        "group_f1": 0.0,
+        "reversed_meaning_rate": 0.04737,
+        "role_acc_on_matched_spans": 0.97674,
+        "role_macro_f1": 0.02235,
+        "span_f1": 0.04548,
+        "span_precision": 0.02614,
+        "span_recall": 0.1748,
+        "typed_f1": 0.0349
+      },
+      "epoch": 5,
+      "train_loss": {
+        "bio": 0.55892,
+        "category": 0.57277,
+        "group": 0.24695,
+        "role": 0.49946
+      }
+    },
+    {
+      "dev": {
+        "category_acc_on_matched_spans": 0.83333,
+        "category_macro_f1": 0.03331,
+        "doc_exact_with_conditions": 0.02041,
+        "doc_exact_without_conditions": 0.30769,
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed1.json b/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed1.json
new file mode 100644
index 0000000..f9858dc
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed1.json
@@ -0,0 +1,561 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed2.json b/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed2.json
new file mode 100644
index 0000000..00685a8
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-docs-120-seed2.json
@@ -0,0 +1,321 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed0.json b/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed0.json
new file mode 100644
index 0000000..d33701f
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed0.json
@@ -0,0 +1,513 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed1.json b/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed1.json
new file mode 100644
index 0000000..250f7b8
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed1.json
@@ -0,0 +1,560 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed2.json b/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed2.json
new file mode 100644
index 0000000..7cf6b4e
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-docs-60-seed2.json
@@ -0,0 +1,561 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-full-seed0.json b/reports/neural/ablation-1/metadata/ablation-1-full-seed0.json
new file mode 100644
index 0000000..df468d3
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-full-seed0.json
@@ -0,0 +1,561 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-full-seed1.json b/reports/neural/ablation-1/metadata/ablation-1-full-seed1.json
new file mode 100644
index 0000000..f3b4fac
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-full-seed1.json
@@ -0,0 +1,537 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-full-seed2.json b/reports/neural/ablation-1/metadata/ablation-1-full-seed2.json
new file mode 100644
index 0000000..990bfcd
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-full-seed2.json
@@ -0,0 +1,561 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-no-context-seed0.json b/reports/neural/ablation-1/metadata/ablation-1-no-context-seed0.json
new file mode 100644
index 0000000..d905f87
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-no-context-seed0.json
@@ -0,0 +1,561 @@
+{
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+      "REQUIRED": 866,
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+    }
+  },
+  "model_id": "ablation-1-no-context-seed0",
+  "peak_gpu_memory_mb": 5544,
+  "preprocessing_version": "1",
+  "split_assignment_sha256": "41d7354e1a13378667dc5cda74e3ed932f770af94cbde6e12460863981290067",
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+    "max_length": 512,
+    "stride": 64,
+    "use_context": false
+  },
+  "windows": 446
+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-no-context-seed1.json b/reports/neural/ablation-1/metadata/ablation-1-no-context-seed1.json
new file mode 100644
index 0000000..755d8cd
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-no-context-seed1.json
@@ -0,0 +1,537 @@
+{
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+    {
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+      }
+    }
+  ],
+  "family": "transformer",
+  "label_counts": {
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+      "CONFIGURATION": 228,
+      "PLATFORM": 127,
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+    },
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+    },
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+      "REQUIRED": 866,
+      "UNCERTAIN": 244
+    }
+  },
+  "model_id": "ablation-1-no-context-seed1",
+  "peak_gpu_memory_mb": 5540,
+  "preprocessing_version": "1",
+  "split_assignment_sha256": "41d7354e1a13378667dc5cda74e3ed932f770af94cbde6e12460863981290067",
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+  "training_hash": "f314153dd248519397e7726525fbd72c533c57e1e241b6474028ce4457741a3a",
+  "training_origins": {
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+    "model_draft_accepted": 219,
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+  },
+  "unreachable_spans": 2,
+  "window": {
+    "context_tokens": 48,
+    "max_length": 512,
+    "stride": 64,
+    "use_context": false
+  },
+  "windows": 446
+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-no-context-seed2.json b/reports/neural/ablation-1/metadata/ablation-1-no-context-seed2.json
new file mode 100644
index 0000000..402e3c9
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-no-context-seed2.json
@@ -0,0 +1,537 @@
+{
+  "base_model": "microsoft/deberta-v3-small",
+  "base_revision": "a36c739020e01763fe789b4b85e2df55d6180012",
+  "best_dev_typed_f1": 0.1670886075949367,
+  "best_epoch": 16,
+  "bio_weights": [
+    0.1843,
+    2.0151,
+    0.8006
+  ],
+  "config": {
+    "attribute_loss_weight": 1.0,
+    "base_model": "microsoft/deberta-v3-small",
+    "batch_size": 8,
+    "bio_weighting": "sqrt",
+    "context_tokens": 48,
+    "device": "auto",
+    "epochs": 20,
+    "gradient_accumulation": 2,
+    "group_loss_weight": 1.0,
+    "learning_rate": 5e-05,
+    "max_grad_norm": 1.0,
+    "max_length": 512,
+    "max_train_documents": null,
+    "min_epochs": 6,
+    "mlflow_experiment": "triggermap-ablations",
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-no-group-seed0.json b/reports/neural/ablation-1/metadata/ablation-1-no-group-seed0.json
new file mode 100644
index 0000000..22416dc
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-no-group-seed0.json
@@ -0,0 +1,495 @@
+{
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-no-group-seed1.json b/reports/neural/ablation-1/metadata/ablation-1-no-group-seed1.json
new file mode 100644
index 0000000..4b7c4f6
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-no-group-seed1.json
@@ -0,0 +1,518 @@
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/metadata/ablation-1-no-group-seed2.json b/reports/neural/ablation-1/metadata/ablation-1-no-group-seed2.json
new file mode 100644
index 0000000..a65dce9
--- /dev/null
+++ b/reports/neural/ablation-1/metadata/ablation-1-no-group-seed2.json
@@ -0,0 +1,288 @@
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+    "stride": 64,
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+}
\ No newline at end of file
diff --git a/reports/neural/ablation-1/predictions/ablation-1-docs-120-seed0.jsonl b/reports/neural/ablation-1/predictions/ablation-1-docs-120-seed0.jsonl
new file mode 100644
index 0000000..b57e912
--- /dev/null
+++ b/reports/neural/ablation-1/predictions/ablation-1-docs-120-seed0.jsonl
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new file mode 100644
index 0000000..e2f13b6
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new file mode 100644
index 0000000..62ba269
--- /dev/null
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index 0000000..111826b
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new file mode 100644
index 0000000..3d918ca
--- /dev/null
+++ b/reports/neural/ablation-1/predictions/ablation-1-no-context-seed0.jsonl
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diff --git a/reports/neural/ablation-1/predictions/ablation-1-no-context-seed1.jsonl b/reports/neural/ablation-1/predictions/ablation-1-no-context-seed1.jsonl
new file mode 100644
index 0000000..0fa9caa
--- /dev/null
+++ b/reports/neural/ablation-1/predictions/ablation-1-no-context-seed1.jsonl
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diff --git a/reports/neural/ablation-1/predictions/ablation-1-no-context-seed2.jsonl b/reports/neural/ablation-1/predictions/ablation-1-no-context-seed2.jsonl
new file mode 100644
index 0000000..2a20cf2
--- /dev/null
+++ b/reports/neural/ablation-1/predictions/ablation-1-no-context-seed2.jsonl
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new file mode 100644
index 0000000..e58683f
--- /dev/null
+++ b/reports/neural/ablation-1/predictions/ablation-1-no-group-seed0.jsonl
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diff --git a/reports/neural/ablation-1/predictions/ablation-1-no-group-seed1.jsonl b/reports/neural/ablation-1/predictions/ablation-1-no-group-seed1.jsonl
new file mode 100644
index 0000000..5ac1fa2
--- /dev/null
+++ b/reports/neural/ablation-1/predictions/ablation-1-no-group-seed1.jsonl
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diff --git a/scripts/gpu/score_ablations.sh b/scripts/gpu/score_ablations.sh
new file mode 100755
index 0000000..6b028f3
--- /dev/null
+++ b/scripts/gpu/score_ablations.sh
@@ -0,0 +1,55 @@
+#!/usr/bin/env bash
+# Score the transformer ablation run (configs/experiments/ablations.toml) on the development
+# machine (no GPU needed).
+#
+#   bash scripts/gpu/score_ablations.sh ~/Downloads/triggermap-neural-results.tgz
+#
+# Every run is scored on the held-out half of the model-drafted dev batches 03 and 06
+# (splits/selection-v1/holdout.json, never used for early stopping; agreement, not accuracy)
+# and on the 10 hand-labelled dev documents. Each variant is then compared, pairwise, with
+# the full model trained with the same seed. Unlike score_neural.sh, no run is selected:
+# every seed is reported. The test split is not touched.
+set -euo pipefail
+
+archive=${1:?usage: score_ablations.sh RESULTS.tgz}
+[ -f pyproject.toml ] && [ -d annotations ] || { echo "run from the repository root" >&2; exit 1; }
+OUT=reports/neural/ablation-1
+PREFIX=ablation-1
+
+tmp=$(mktemp -d)
+trap 'rm -rf "$tmp"' EXIT
+tar -xzf "$archive" -C "$tmp" reports/neural/predictions reports/neural/experiment_ablations.md
+mkdir -p "$OUT/predictions" "$OUT/metadata"
+cp "$tmp/reports/neural/experiment_ablations.md" "$OUT/experiment.md"
+cp "$tmp"/reports/neural/predictions/"$PREFIX"-*.jsonl "$OUT/predictions/"
+for meta in "$tmp"/reports/neural/predictions/"$PREFIX"-*.metadata.json; do
+  cp "$meta" "$OUT/metadata/$(basename "$meta" .metadata.json).json"
+done
+
+TM=(uv run --no-sync triggermap)
+AGREE=(annotations/batches/batch-03.jsonl)
+AGREE_ADD=(--add-gold annotations/batches/batch-06.jsonl --subset splits/selection-v1/holdout.json)
+MANUAL=(annotations/pilot/pilot-2.jsonl)
+
+for pred in "$OUT"/predictions/*.jsonl; do
+  run=$(basename "$pred" .jsonl)
+  "${TM[@]}" evaluate "${AGREE[@]}" "$pred" "${AGREE_ADD[@]}" --split dev \
+    --title "Agreement with model drafts (held-out half): $run" \
+    --out "$OUT/${run}_dev_holdout.md" >/dev/null
+  "${TM[@]}" evaluate "${MANUAL[@]}" "$pred" --split dev --gold-origin manual \
+    --title "Hand-labelled dev: $run" --out "$OUT/${run}_dev_manual.md" >/dev/null
+done
+
+for variant in no-context no-group docs-60 docs-120; do
+  for seed in 0 1 2; do
+    a="$OUT/predictions/$PREFIX-full-seed$seed.jsonl"
+    b="$OUT/predictions/$PREFIX-$variant-seed$seed.jsonl"
+    "${TM[@]}" compare "${AGREE[@]}" "$a" "$b" "${AGREE_ADD[@]}" --split dev \
+      --title "Agreement (held-out half), seed $seed: full -> $variant" \
+      --out "$OUT/compare_holdout_$variant-seed$seed.md" >/dev/null
+    "${TM[@]}" compare "${MANUAL[@]}" "$a" "$b" --split dev --gold-origin manual \
+      --title "Hand-labelled dev, seed $seed: full -> $variant" \
+      --out "$OUT/compare_manual_$variant-seed$seed.md" >/dev/null
+  done
+done
+echo "scored $(ls "$OUT"/predictions/*.jsonl | wc -l | tr -d ' ') runs into $OUT"