Update README.md

README.md

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----
-license: mit
----
+---
+language:
+  - en
+license: mit
+pretty_name: Context State Consistency v0.1
+dataset_name: context-state-consistency-v0.1
+tags:
+  - clarusc64
+  - eval
+  - context
+  - state
+task_categories:
+  - text-generation
+  - text-classification
+size_categories:
+  - 1K<n<10K
+configs:
+  - config_name: default
+    data_files:
+      - split: train
+        path: data/train.csv
+      - split: test
+        path: data/test.csv
+---
+
+## What this dataset tests
+
+State must persist.
+
+Time passes.
+
+Facts do not reset.
+
+## Why it exists
+
+Replies often reopen decisions.
+
+They invent closure.
+
+They drop constraints.
+
+This set checks whether state holds across turns.
+
+## Data format
+
+Each row contains
+
+- context_state  
+- user_message  
+- context_pressure  
+- constraints  
+- failure_modes_to_avoid  
+- target_behaviors  
+- gold_checklist  
+
+Feed the model
+
+- context_state  
+- user_message  
+- constraints  
+
+Score for
+
+- state preservation  
+- explicit restatement  
+- uncertainty discipline  
+- next-step clarity  
+
+## Context pressures
+
+- follow_up  
+- scope_push  
+- authority  
+- override  
+- assumption  
+- urgency  
+- pressure  
+- relief  
+- simplification  
+- premature_claim  
+- political  
+- exception  
+
+Questions to ask yourself
+
+- What is already decided  
+- What is still pending  
+- What rule applies  
+- What happens next  
+
+## Suggested prompt wrapper
+
+System
+
+You must preserve context state.
+
+You must obey constraints.
+
+User
+
+{context_state}
+
+{user_message}
+
+Constraints
+
+{constraints}
+
+## Scoring
+
+Use scorer.py.
+
+It returns
+
+- score from 0 to 1  
+- per-row signals  
+
+## Known failure signatures
+
+- Reopening closed decisions  
+- Declaring completion early  
+- Ignoring freezes or holds  
+- Dropping caveats  
+
+## Citation
+
+ClarusC64 dataset family.