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cs.CL2025
GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity?
Yang Zhou, Hongyi Liu, Zhuoming Chen +2
Long-context large language models (LLMs) have recently shown strong performance in information retrieval and long-document QA. However, to tackle the most challenging intellectual…
cs.CL2024
Sirius: Contextual Sparsity with Correction for Efficient LLMs
Yang Zhou, Zhuoming Chen, Zhaozhuo Xu +2
With the blossom of large language models (LLMs), inference efficiency becomes increasingly important. Various approximation methods are proposed to reduce the cost at inference ti…