3 papers
cs.CL2026
DeltaKV: Residual-Based KV Cache Compression via Long-Range Similarity
Jitai Hao, Qiang Huang, Yaowei Wang +2
The deployment of efficient long-context LLMs in applications like autonomous agents, long-chain reasoning, and creative writing is fundamentally bottlenecked by the linear growth…
cs.IR2025
Holistic Utility Preference Learning for Listwise Alignment
Jiacong Zhou, Xianyun Wang, Min Zhang +1
Aligning large language models with human preferences is essential for improving interaction quality and safety by ensuring outputs better reflect human values. A promising strateg…
cs.CV2025
Knowledge Completes the Vision: A Multimodal Entity-aware Retrieval-Augmented Generation Framework for News Image Captioning
Xiaoxing You, Qiang Huang, Lingyu Li +4
News image captioning aims to produce journalistically informative descriptions by combining visual content with contextual cues from associated articles. Despite recent advances,…