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Yuanchen Bei

ACL 2026×2KDD 2026NeurIPS 2026推理多模态评测与基准检索与知识智能体与工具
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1 一作 · 4 篇 · ACL 2026 / KDD 2026 / NeurIPS 2026

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2026 顶会论文

4
一作ACL 2026Poster· Natural Language Processing

Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents

Yuanchen Bei · Tianxin Wei · Xuying Ning · Yanjun Zhao · Zhining Liu · Xiao Lin · Yada Zhu · Hendrik Hamann · Jingrui He · Hanghang Tong

摘要

Long-term memory is a critical capability for multimodal large language model (MLLM) agents, particularly in conversational settings where information accumulates and evolves over time. However, existing benchmarks either evaluate multi-session memory in text-only conversations or assess multimod...

多模态评测与基准检索与知识OpenReview 项目页
作者位次 #5/10ACL 2026Findings· Findings of ACL

PAPERMIND : Benchmarking Agentic Reasoning and Critique over Scientific Papers in Multimodal LLM s

Yanjun Zhao · Tianxin Wei · Jiaru Zou · Xuying Ning · Yuanchen Bei · Lingjie Chen · Simmi Rana · Wendy H. Yang · Hanghang Tong · Jingrui He

摘要

Understanding scientific papers requires more than answering isolated questions or summarizing content. It involves an integrated reasoning process that grounds textual and visual information, interprets experimental evidence, synthesizes information across sources, and critically evaluates scien...

多模态评测与基准推理OpenReview 项目页

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