Update README.md

README.md

@@ -38,142 +38,6 @@ configs:
 
 BeliefTrack is a closed-world benchmark for **Contextual Belief Management (CBM)** in multi-turn language model interactions. Each example asks a model to maintain the set of hypotheses that remain consistent with formal evidence.
 
-## Configurations
-
-| Config | Task | Model Setting | Splits |
-|---|---|---|---|
-| `task_a_7b` | Rule Discovery | 7B experiment setting | train/test |
-| `task_a_9b` | Rule Discovery | 9B thinking experiment setting | train/test |
-| `task_b_7b` | Circuit Diagnosis | 7B experiment setting | train/test |
-| `task_b_9b` | Circuit Diagnosis | 9B thinking experiment setting | train/test |
-
-The `7B` and `9B` names identify the experimental data-generation/evaluation setting used in the project. They do not restrict the dataset to those model sizes.
-
-## Failure Modes
-
-- `failed_stay`: redundant evidence should not change the belief state.
-- `failed_update`: a correction should replace earlier formal evidence and trigger belief recomputation.
-- `failed_isolation`: task-irrelevant noise should not affect the formal-evidence belief state.
-
-## Loading
-
-```python
-from datasets import load_dataset
-
-ds = load_dataset("YOUR_ORG/BeliefTrack", "task_a_9b")
-print(ds["train"][0])
-```
-
-You can also load directly from local files:
-
-```python
-from datasets import load_dataset
-
-ds = load_dataset(
-    "json",
-    data_files={
-        "train": "task_a_9b/train.json",
-        "test": "task_a_9b/test.json",
-    },
-)
-```
-
-## Schema
-
-Each row contains:
-
-- `case_id`: unique example id.
-- `task`: `task_a` or `task_b`.
-- `task_name`: human-readable task name.
-- `model_setting`: `7B` or `9B`.
-- `split`: `train` or `test`.
-- `cbm_challenge_type`: `failed_stay`, `failed_update`, or `failed_isolation`.
-- `system_prompt`: system instruction shown to the model.
-- `turns_json`: JSON-encoded multi-turn formal-evidence trajectory with per-turn gold belief states when available.
-- `messages_json`: JSON-encoded training-format messages when available.
-- `target_set_json`, `oracle`, `gt_survivors_json`: symbolic verifier targets and labels when available.
-
-## Dataset Summary
-
-```json
-{
-  "configs": {
-    "task_a_7b": {
-      "train": {
-        "source": "data/belief_training_task_dataset/Task_A/7B/train/train_cases_7B.json",
-        "num_rows": 1000,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 500,
-          "failed_update": 500
-        }
-      },
-      "test": {
-        "source": "data/belief_training_task_dataset/Task_A/7B/test/test_cases_7B.json",
-        "num_rows": 200,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 100,
-          "failed_update": 100
-        }
-      }
-    },
-    "task_a_9b": {
-      "train": {
-        "source": "data/belief_training_task_dataset/Task_A/9B/train/train_cases_9B_thinking.json",
-        "num_rows": 1260,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 760,
-          "failed_update": 500
-        }
-      },
-      "test": {
-        "source": "data/belief_training_task_dataset/Task_A/9B/test/test_cases_9B_thinking.json",
-        "num_rows": 200,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 100,
-          "failed_update": 100
-        }
-      }
-    },
-    "task_b_7b": {
-      "train": {
-        "source": "data/belief_training_task_dataset/Task_B/7B/train/train_cases_7B.json",
-        "num_rows": 750,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 200,
-          "failed_update": 550
-        }
-      },
-      "test": {
-        "source": "data/belief_training_task_dataset/Task_B/7B/test/test_cases_7B.json",
-        "num_rows": 199,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 100,
-          "failed_update": 99
-        }
-      }
-    },
-    "task_b_9b": {
-      "train": {
-        "source": "data/belief_training_task_dataset/Task_B/9B/train/train_cases_9B_thinking.json",
-        "num_rows": 1247,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 598,
-          "failed_update": 649
-        }
-      },
-      "test": {
-        "source": "data/belief_training_task_dataset/Task_B/9B/test/test_cases_9B_thinking.json",
-        "num_rows": 326,
-        "counts_by_cbm_challenge_type": {
-          "failed_stay": 200,
-          "failed_update": 126
-        }
-      }
-    }
-  }
-}
-```
-
 ## Citation
 
 ```bibtex