Author

Jun Xiao

2 papers indexed here

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Preprint Aug 2026

Holtercare-Bench: A Multimodal Benchmark for Evaluating Long-Term Dynamic ECG Analysis

This work illuminates the limitations of current MLLMs in electrophysiology and provides a foundational benchmark for long-term medical MLLMs, including Holtercare-Bench, a multimodal benchmark that evaluates models on temporal localization, clinical diagnosis, and global summarization.

Yihan Xie, H. Cui, Runze Ye et al. · 0 citations

#natural language process... May 2026

MAIGO: Mitigating Lost-in-Conversation with History-Cleaned On-Policy Self-Distillation

Results show that self-contamination is a trainable component of the LiC gap, and propose MAIGO, an on-policy self-distillation method that reduces this contamination using history-cleaned references from the model's own policy.

Hao Zheng, Yun Zhu, Shurun Yuan et al. · arXiv.org · 3 citations