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Chuyue Zhou

2 accepted papers

2025

ALW: Adaptive Layer-Wise contrastive decoding enhancing reasoning ability in Large Language Models

ACL 2025finding

Large language models (LLMs) have achieved remarkable performance across various reasoning tasks. However, many LLMs still encounter challenges in reasoning, especially for LLMs with fewer parameters or insufficient pre-training data. Through our experiments, we identify that noise accumulation acro…

2023

INFORM : Information eNtropy based multi-step reasoning FOR large language Models

EMNLP 2023long main

Large language models (LLMs) have demonstrated exceptional performance in reasoning tasks with dedicated Chain-of-Thought (CoT) prompts. Further enhancing CoT prompts with exquisite exemplars can significantly improve reasoning performance.However, the effectiveness of CoT prompts may fluctuate dram…

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