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Yueming Chen

2 accepted papers

2025

Enhancing Large Language Model Inference Efficiency via Lookahead Cache Filtering

ICASSP 2025accepted

The large Key-Value (KV) cache is a significant challenge in deploying Large Language Models (LLMs). Current research addressing these issues employs cache compression techniques, which we find suffer from information loss and the "lost-in-the-middle" problem. We propose the Lookahead Cache Filterin…

Cited by 0SourceScholar
2024

Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding

NAACL 2024industry

While Large Language Models (LLMs) have shown remarkable abilities, they are hindered by significant resource consumption and considerable latency due to autoregressive processing. In this study, we introduce Adaptive N-gram Parallel Decoding (ANPD), an innovative and lossless approach that accelera…