Bicheng Deng

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Eval Frameworks & Benchmarks (1)Reasoning & Chain-of-Thought (1)Recommendation & Information Retrieval (1)

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Jia-Qiang Li (1)Zhiheng Xi (1)Jiadong Chen (1)Senjie Jin (1)

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Sep 10, 2026

Jia-Qiang Li +151w ago·also Affiliation:

Sci-MMR: Benchmarking Multi-Step Evidence-Grounded Scientific Reasoning in Multimodal Agents

Sci-MMR is introduced, a benchmark for multi-step evidence-grounded scientific reasoning built on structured argument graphs linking scientific claims, citation-grounded knowledge, visual evidence, and supporting regions, and it is found that current answer-centric benchmarks substantially overestimate the evidence-grounded reasoning capabilities of multimodal research agents.

Jia-Qiang Li, Zhiheng Xi, Jiadong Chen +13

Eval Frameworks & Benchmarks Reasoning & Chain-of-Thought Recommendation & Information Retrieval

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Bicheng Deng

Publication activitypapers/week, last 8 weeks

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