Author

Shenxi Liu

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Review Jul 2026

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation

Difficulty-Aware Medical Instructional Video Question Answering (DA-MIVQA) provides a practical benchmark for evaluating medical instructional video question answering systems under varying textual, visual, temporal, and procedural reasoning requirements.

Shenxi Liu, Kan Li, Mingyang Zhao et al. · arXiv.org · 2 citations · ⚡1