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20242026
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cs.CL2026

CONDUIT: A Unified Residual-Stream Restoration Framework for KV Cache Reuse in Vision-Language Models

Pengan Chen, Kaisheng Zheng, Liang Hong +10

Vision-language models (VLMs) often answer new questions about recurring visual content, where reusing the key-value (KV) cache can avoid re-encoding expensive visual prefixes. Exa…

cs.CL2025

Benchmarking Large Language Models on Multiple Tasks in Bioinformatics NLP with Prompting

Jiyue Jiang, Pengan Chen, Jiuming Wang +13

Large language models (LLMs) have become important tools in solving biological problems, offering improvements in accuracy and adaptability over conventional methods. Several bench…

cs.CL2025

Developing and Utilizing a Large-Scale Cantonese Dataset for Multi-Tasking in Large Language Models

Jiyue Jiang, Alfred Kar Yin Truong, Yanyu Chen +7

High-quality data resources play a crucial role in learning large language models (LLMs), particularly for low-resource languages like Cantonese. Despite having more than 85 millio…

cs.CL2025

Large Language Models in Bioinformatics: A Survey

Zhenyu Wang, Zikang Wang, Jiyue Jiang +3

Large Language Models (LLMs) are revolutionizing bioinformatics, enabling advanced analysis of DNA, RNA, proteins, and single-cell data. This survey provides a systematic review of…

cs.CL2024

How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models

Jiyue Jiang, Pengan Chen, Liheng Chen +5

The rapid evolution of large language models (LLMs) has transformed the competitive landscape in natural language processing (NLP), particularly for English and other data-rich lan…