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README.md
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---
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dataset_name: chain_break_audit
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pretty_name: Chain Break Audit
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license: mit
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tags:
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- llm-evaluation
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- reasoning
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- chain-of-thought
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- failure-analysis
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- brittle-reasoning
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- clarus
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task_categories:
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- multiple-choice
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- other
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size_categories:
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- n<1K
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configs:
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- config_name: default
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data_files: chain_break_audit_v01.csv
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---
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# Chain Break Audit (v0.1)
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A micro-benchmark for brittle reasoning in multi-step tasks.
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Instead of scoring correctness, this dataset measures **where and how reasoning collapses** — revealing weak spots invisible to standard accuracy or hallucination metrics.
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## What It Tests
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- skipped logical steps
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- invented transitions
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- authority substitution
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- premature final answers
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- merging distinct operations
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These failure modes highlight **structural instability**, not just factual errors.
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---
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## 📊 Data Format (CSV)
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```csv
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prompt,expected_step_count,model_actual_steps,break_point,collapse_reason
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"Prove 1+1=2 using Peano axioms.",5,,,"assertion replaces proof"
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"Derive E=mc^2 from first principles.",7,,,"skips from inertia to relativity leap"
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"Show that π is irrational.",6,,,"invokes authority instead of proof"
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"Find the derivative of x^2 using the limit definition.",4,,,"jumps to power rule shortcut"
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"Explain how vaccines work in the immune system.",5,,,"mixes innate and adaptive phases"
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"Outline the steps from DNA to protein.",5,,,"confuses transcription and translation order"
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"Construct a basic Keynesian cross model.",6,,,"substitutes GDP identity instead of model steps"
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"Describe how TCP handshake works.",3,,,"merges SYN/ACK as single event"
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"Solve 3x+2=11.",3,,,"jumps to answer without intermediate state"
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"Explain photosynthesis light-dependent reactions.",5,,,"imports Calvin cycle prematurely"
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