Inverse Scaling in Chain-of-Thought Faithfulness
A study of whether CoT reasoning faithfulness decreases as model scale increases, tested across 11 open-weight Llama and Qwen models.
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Abstract
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Methodology
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Results
Across all experiments, LLMs produced plausible yet inaccurate estimates, showing that they rely on heuristics rather than actual computation.