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Peng Qi

ACL 2026SIGIR 2026推理多模态评测与基准强化学习与后训练检索与知识
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1 一作 · 2 篇 · ACL 2026 / SIGIR 2026

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2026 顶会论文

2
作者位次 #2/8ACL 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
一作SIGIR 2026Oral· Information Retrieval (Full)

R3Check: Reinforcement Learning for Iterative Retrieval and Structured Reasoning in Complex Fact Checking

Peng Qi · Yuyang Zhao · Wynne Hsu · Mong-Li Lee

摘要

Automated fact-checking aims to verify the veracity of claims based on related evidence, and has become increasingly important as large language models (LLMs) make it easier to generate and disseminate misinformation at scale. In open settings, effective fact-checking requires models to iterative...

强化学习与后训练检索与知识推理OpenReview

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