新闻
NPCBench: A Clinical Apprenticeship Benchmark for Multimodal Care-Pathway Reasoning in Nasopharyngeal Carcinoma
arXiv cs.AI · 发布于 · 阅读约3分钟
30秒读懂
- 发生了什么
- NPCBench is a clinical benchmark with 4,777 items testing whether AI models can reason through nasopharyngeal carcinoma care pathways using multimodal evidence over time.
- 为何重要
- Matters for engineers building medical AI systems that must integrate images, guidelines, and patient history into coherent diagnostic and treatment decisions.
- 注意
- Top multimodal models achieved only 23% success on full care pathways despite strong individual task performance, revealing a composition gap in clinical reasoning.
- reasoning
- edge
- benchmark
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