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Juntao Dai

ACL 2026×5ICML 2026×2多模态推理评测与基准安全社会与人本
新星分资深
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0 一作 · 7 篇 · ACL 2026 / ICML 2026

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2026 顶会论文

7
作者位次 #6/6ACL 2026Poster· Natural Language Processing

A Game-Theoretic Negotiation Framework for Cross-Cultural Consensus

Guoxi Zhang · Jiawei Chen · Tianzhuo Yang · Jiaming Ji · Yaodong Yang · Juntao Dai

摘要

Large language models (LLMs) are shaping global values, yet they frequently exhibit a pronounced WEIRD (Western, Educated, Industrialized, Rich, Democratic) cultural bias, marginalizing diverse viewpoints and posing challenges for reconciling diverse populations with varying cultural backgrounds...

社会与人本对齐与偏好推理OpenReview 项目页
作者位次 #7/7ACL 2026Poster· Natural Language Processing

S afe MCP : Proactive Power Regulation for LLM Agent Defense via Environment-Grounded Look-Ahead Reasoning

Lichao Wang · ZhaoXing Ren · Tianzhuo Yang · Jiaming Ji · Chi Harold Liu · Yaodong Yang · Juntao Dai

摘要

As Large Language Model (LLM) agents increasingly leverage the Model Context Protocol (MCP) to operate in complex environments, the expansion of their action spaces offers agents unsafe capabilities and underscores the risk of power-seeking. While broad action space and greater environment influe...

安全强化学习与后训练推理OpenReview 项目页
作者位次 #2/11ACL 2026Poster· Natural Language Processing

S afe MT : Multi-turn Safety for Multimodal Language Models

Han Zhu · Juntao Dai · Jiaming Ji · Haoran Li · Chengkun Cai · Pengcheng Wen · Chi-Min Chan · Boyuan Chen · Yaodong Yang · Sirui Han · Yike Guo

摘要

With the widespread use of multi-modal Large Language models (MLLMs), safety issues have become a growing concern. Multi-turn dialogues, which are more common in everyday interactions, pose a greater risk than single prompts; however, existing benchmarks do not adequately consider this situation....

安全多模态评测与基准OpenReview 项目页
作者位次 #6/8ACL 2026Poster· Natural Language Processing

Perception, Understanding and Reasoning: A Multimodal Benchmark for Video Fake News Detection

Cui Yakun · Peng Qi · Fushuo Huo · Hang Du · Weijie Shi · Juntao Dai · Zhenghao Zhu · Sirui Han

摘要

The advent of multi-modal large language models (MLLMs) has greatly advanced research on video fake news detection (VFND) tasks. Existing benchmarks typically focus on the detection accuracy, while failing to provide fine-grained assessments for the entire detection process. To address these limi...

推理多模态评测与基准OpenReview 项目页
作者位次 #7/10ACL 2026Findings· Findings of ACL

When Slower Isn’t Truer: Inverse Scaling Law of Truthfulness in Multimodal Reasoning

Sitong Fang · Wenjing Cao · Jiahao Li · Xuyao Wang · Chi-Min Chan · Sirui Han · Juntao Dai · Yike Guo · Yaodong Yang · Jiaming Ji

摘要

Reasoning models have attracted increasing attention for their ability to tackle complex tasks, embodying the System II (slow thinking) paradigm in contrast to System I (fast, intuitive responses). Yet a key question remains: Does slower reasoning necessarily lead to more truthful answers? Our fi...

推理多模态数据与预训练OpenReview 项目页

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