3 papers
cs.CL2026
MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs
Baorong Shi, Bo Cui, Boyuan Jiang +17
We present MedXIAOHE, a medical vision-language foundation model designed to advance general-purpose medical understanding and reasoning in real-world clinical applications. MedXIA…
cs.CL2026
Understand Then Memory: A Cognitive Gist-Driven RAG Framework with Global Semantic Diffusion
Pengcheng Zhou, Haochen Li, Zhiqiang Nie +4
Retrieval-Augmented Generation (RAG) effectively mitigates hallucinations in LLMs by incorporating external knowledge. However, the inherent discrete representation of text in exis…
cs.CL2025
Empathy Omni: Enabling Empathetic Speech Response Generation through Large Language Models
Haoyu Wang, Guangyan Zhang, Jiale Chen +3
With the development of speech large language models (speech LLMs), users can now interact directly with assistants via speech. However, most existing models only convert response…