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Yuechi 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…

2025

Accurate KV Cache Quantization with Outlier Tokens Tracing

ACL 2025long

The impressive capabilities of Large Language Models (LLMs) come at the cost of substantial computational resources during deployment. While KV Cache can significantly reduce recomputation during inference, it also introduces additional memory overhead. KV Cache quantization presents a promising sol…