diff --git a/tasks/Earth_003/task_info.json b/tasks/Earth_003/task_info.json
index b97679f2..49141235 100644
--- a/tasks/Earth_003/task_info.json
+++ b/tasks/Earth_003/task_info.json
@@ -5,13 +5,13 @@
       "name": "20231012-06_input_netcdf.nc",
       "path": "./data/20231012-06_input_netcdf.nc",
       "type": "sequence_data",
-      "description": "Pre-processed input data (20231012-06_input_netcdf.nc) with shape (2, 70, 721, 1440) representing two consecutive 6-hour atmospheric states at 0.25° resolution with 70 variables/channels"
+      "description": "Sample input with shape (2, 70, 181, 360), representing two consecutive 6-hour atmospheric states on a 1-degree grid."
     },
     {
       "name": "006.nc",
       "path": "./data/006.nc",
       "type": "sequence_data",
-      "description": "FuXi output forecasts (006.nc) at 6-hour intervals up to 15 days."
+      "description": "Sample FuXi output on a 1-degree grid for one 6-hour forecast step, not a 15-day forecast sequence."
     }
   ]
 }
\ No newline at end of file
diff --git a/tasks/Life_002/task_info.json b/tasks/Life_002/task_info.json
index 59dec3c7..f594b441 100644
--- a/tasks/Life_002/task_info.json
+++ b/tasks/Life_002/task_info.json
@@ -5,13 +5,13 @@
       "name": "7xg4.pdb",
       "path": "./data/7xg4.pdb",
       "type": "structure_data",
-      "description": "Query complex structure from PDB ID 7xg4 (Pseudomonas aeruginosa type IV‑A CRISPR–Cas system). Used in the paper as a known structural hit against an environmental Sulfitobacter sp. JL08 complex."
+      "description": "PDB 7XG4, a nine-chain Pseudomonas aeruginosa type IV-A CRISPR-Cas complex used in the paper as a structural hit for a Sulfitobacter sp. JL08 complex."
     },
     {
       "name": "6n40.pdb",
       "path": "./data/6n40.pdb",
       "type": "structure_data",
-      "description": "Target complex structure from PDB ID 6n40. Used for pairwise structural alignment with 7xg4 to test Foldseek‑Multimer’s alignment capability."
+      "description": "PDB 6N40, a monomeric MmpL3 membrane protein from Mycobacterium smegmatis with one protein chain; it is not the multi-chain Sulfitobacter complex described in the paper."
     }
   ]
 }
\ No newline at end of file
diff --git a/tasks/Physics_001/target_study/checklist.json b/tasks/Physics_001/target_study/checklist.json
index a4e132b3..3024cffb 100644
--- a/tasks/Physics_001/target_study/checklist.json
+++ b/tasks/Physics_001/target_study/checklist.json
@@ -17,7 +17,7 @@
         "keywords": [
             "Determination of Power-Law Exponent: The fitted temperature dependence yields a power-law exponent \\( n = 2.5 \\pm 0.2 \\), which lies within the reported range of \\( n = 2-3 \\) in the literature, clearly ruling out the exponential behavior of isotropic BCS models (typically \\( n \\geq 4.5 \\)).",
             "Evidence for Anisotropic Gap: The power-law exponent \\( n \\approx 2.3-2.8 \\) is consistent with the theoretically predicted temperature dependence for an anisotropic superconducting gap, indicating that MATBG possesses a direction-dependent superconducting gap structure, rather than isotropic s-wave pairing.",
-            "Linear Relationship in Log-Log Plot: In the plot of \\( \\log[D_s(0)-D_s(T)] \\) versus \\( \\log(T_c-T) \\), the low-temperature region shows a clear linear relationship with a slope of \\( n \\), further verifying the reliability of the power-law behavior and contrasting with the linear temperature dependence of nodal superconductors."
+            "Linear Relationship in Log-Log Plot: In the plot of \\( \\log[D_s(0)-D_s(T)] \\) versus \\( \\log(T/T_c) \\), the low-temperature region shows a clear linear relationship with a slope of \\( n \\), further verifying the reliability of the power-law behavior and contrasting with the linear temperature dependence of nodal superconductors."
         ],
         "weight": 0.35
     },
diff --git a/tasks/Physics_001/task_info.json b/tasks/Physics_001/task_info.json
index c9ac0a35..6923d840 100644
--- a/tasks/Physics_001/task_info.json
+++ b/tasks/Physics_001/task_info.json
@@ -5,7 +5,7 @@
       "name": "MATBG Superfluid Stiffness Core Dataset.txt",
       "path": "./data/MATBG Superfluid Stiffness Core Dataset.txt",
       "type": "feature_data",
-      "description": "This dataset fully contains all simulated data required to reproduce the three core experiments of the target study, covering carrier density dependence, temperature dependence, and current dependence. It can be directly used to independently verify key conclusions such as quantum geometry-dominated enhancement of superfluid stiffness, power-law behavior of anisotropic gaps, and quadratic current relationships."
+      "description": "Simulated carrier-density, temperature, and current-dependence arrays. Several temperature and DC-current response arrays have different lengths from their supplied coordinate arrays, and their pointwise mappings are not specified."
     }
   ]
 }
\ No newline at end of file