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Tongyan Hu

3 accepted papers

2025

FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain

EMNLP 2025

Recent LLMs have demonstrated promising ability in solving finance related problems. However, applying LLMs in real-world finance application remains challenging due to its high risk and high stakes property. This paper introduces FinTrust, a comprehensive benchmark specifically designed for evaluat

2025

MMVU: Measuring Expert-Level Multi-Discipline Video Understanding

CVPR 2025poster

We introduce MMVU, a comprehensive expert-level, multi-discipline benchmark for evaluating foundation models in video understanding. MMVU includes 3,000 expert-annotated questions spanning 27 subjects across four core disciplines: Science, Healthcare, Humanities & Social Sciences, and Engineering. C…

2025

VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos

ACL 2025long

Recently, multimodal large language models (MLLMs) have been extensively explored in video question answering. However, most existing assessments focus on natural videos, overlooking synthetic videos (e.g., AI-generated content). Meanwhile, some works in video generation rely on MLLMs to evaluate th…