3 papers
cs.CL2026
LLMs Should Incorporate Explicit Mechanisms for Human Empathy
Xiaoxing You, Qiang Huang, Jun Yu
This paper argues that Large Language Models (LLMs) should incorporate explicit mechanisms for human empathy. As LLMs become increasingly deployed in high-stakes human-centered set…
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.CV2025
Uni-X: Mitigating Modality Conflict with a Two-End-Separated Architecture for Unified Multimodal Models
Jitai Hao, Hao Liu, Xinyan Xiao +2
Unified Multimodal Models (UMMs) built on shared autoregressive (AR) transformers are attractive for their architectural simplicity. However, we identify a critical limitation: whe…