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2026 顶会论文

作者位次 #18/23ICLR 2026Poster· Computer Vision / Vision Models & Multimodal

THEMIS: Towards Holistic Evaluation of MLLMs for Scientific Paper Fraud Forensics

Tzu-Yen Ma · Bo Zhang · Zichen Tang · Junpeng Ding · Haolin Tian · Yuanze Li · Zhuodi Hao · Zixin Ding · Zirui Wang · Xinyu Yu · Shiyao Peng · Yizhuo Zhao · Ruomeng Jiang · Yiling Huang · Peizhi Zhao · Jiayuan Chen · Weisheng Tan · Haocheng Gao · Yang Liu · Jiacheng Liu · Zhongjun Yang · Jiayu Huang · Haihong E

多模态评测与基准OpenReview

作者位次 #11/20ACL 2026Poster· Natural Language Processing

Decoding Scientific Experimental Images: The SPUR Benchmark for Perception, Understanding, and Reasoning

Junpeng Ding · Zichen Tang · Haihong E · Mengyuan Ji · Yang Liu · Haolin Tian · Haiyang Sun · Pengqi Sun · Yang Xu · Yichen Liu · Haocheng Gao · Zijie Xi · Ruomeng Jiang · Peizhi Zhao · Rongjin Li · Yuanze Li · Jiacheng Liu · Zhongjun Yang · Jintong Chen · Siying Lin

摘要

We introduce SPUR, a comprehensive benchmark for scientific experimental image perception, understanding, and reasoning, comprising 4,264 question-answering (QA) pairs derived from 1,084 expert-curated images. SPUR features three key innovations: (1) Panel-Level Fine-Grained Perception: evaluatin...

推理多模态评测与基准OpenReview 项目页

作者位次 #11/21ACL 2026Poster· Natural Language Processing

AEGIS : A Holistic Benchmark for Evaluating Forensic Analysis of AI -Generated Academic Images

Bo Zhang · Tzu-Yen Ma · Zichen Tang · Junpeng Ding · Zirui Wang · Yizhuo Zhao · Peilin Gao · Zijie Xi · Zixin Ding · Haiyang Sun · Haocheng Gao · Yuan Liu · Liangjia Wang · Yiling Huang · Yujie Wang · Yuyue Zhang · Ronghui Xi · Yuanze Li · Jiacheng Liu · Zhongjun Yang · Haihong E

摘要

We introduce AEGIS, A holistic benchmark for Evaluating forensic analysis of AI-Generated academic ImageS. Compared to existing benchmarks, AEGIS features three key advances: (1) Domain-Specific Complexity: covering seven academic categories with 39 fine-grained subtypes, exposing intrinsic foren...

多模态评测与基准推理OpenReview 项目页

作者位次 #10/11ACL 2026Findings· Findings of ACL

R oad M apper: A Multi-Agent System for Roadmap Generation of Solving Complex Research Problems

Jiacheng Liu · Zichen Tang · Zhongjun Yang · Xinyi Hu · Xueyuan Lin · Linwei Jia · Ruofei Bai · Rongjin Li · Shiyao Peng · Haocheng Gao · Haihong E

摘要

People commonly leverage structured content to accelerate knowledge acquisition and research problem solving. Among these, roadmaps guide researchers through hierarchical subtasks to solve complex research problems step by step. Despite progress in structured content generation, the roadmap gener...

推理智能体与工具评测与基准OpenReview 项目页

作者位次 #21/21AAAI 2026Poster· Artificial Intelligence

FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation

Zichen Tang · Haihong E · Rongjin Li · Jiacheng Liu · Linwei Jia · Zhuodi Hao · Zhongjun Yang · Yuanze Li · Haolin Tian · Xinyi Hu · Peizhi Zhao · Yuan Liu · Zhengyu Wang · Xianghe Wang · Yiling Huang · Xueyuan Lin · Ruofei Bai · Zijian Xie · Qian Huang · Ruining Cao · Haocheng Gao

推理多模态评测与基准OpenReview

Haocheng Gao

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