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

Bincheng Gu, Min Gao, Zongwei Wang +3

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.…