protocol-leverage-force

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Where do LLMs Fall Short in CBT-Guided Affective Reasoning?

arXiv cs.CL ↗ · 2026-07-07 Cached

This paper investigates why LLMs fail to apply CBT principles effectively despite high theoretical accuracy, introducing a knowledge-guided framework and a behavioral metric (Protocol Leverage Force) to measure intervention shifts. Experiments show that even with multi-chain-of-thought prompting, models remain biased toward validation and reflection.

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