2 papers
cs.CL2026
LongChart VQA: A Comprehensive Benchmark for MLLMs with Complex Multi-Chart Reasoning
Ziyan Xiao, Yinghao Zhu, Wenting Zhang +2
Multimodal large language models (MLLMs) are rapidly evolving with expanded context windows and stronger reasoning capabilities, enabling multi-chart understanding and multi-step i…
cs.CL2026
MedTextWeaver: Procedural Knowledge Evolution in Agentic Medical Text Editing
Ziyan Xiao, Yinghao Zhu, Liang Peng +2
Medical text editing is essential for improving communication among diverse stakeholders in clinical settings. However, adapting LLM agents to this task remains challenging because…