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Beyond Confidence: Stability-Aware Test-Time Adaptation for LLM Reasoning

Gu, Bincheng et al.
arXiv (All) · Papers
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Test-time adaptation has emerged as a lightweight alternative to costly post-training for improving the reasoning capabilities of Large Language Models (LLMs) on downstream tasks. Predictive entropy provides a model-derived signal for such adaptation, guiding models toward higher-confidence reasonin
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