Author

Jiarui Hai

Johns Hopkins University

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#computer vision Jan 2026

AVMeme Exam: A Multimodal Multilingual Multicultural Benchmark for LLMs' Contextual and Cultural Knowledge and Thinking

AVMeme Exam, a human-curated benchmark of over one thousand iconic Internet sounds and videos spanning speech, songs, music, and sound effects, is introduced, showing current models perform poorly on textless music and sound effects, and struggle to think in context and in culture compared to surface content.

Xi-Lin Jiang, Qiao-Lin Wang, Junkai Wu et al. · arXiv.org · 4 citations

#artificial intelligence Preprint Sep 2026

VoiceTrace: A Benchmark and Retrieval Framework for Who-Said-What Speech Retrieval

Experiments show that VoiceTrace achieves state-of-the-art performance on established semantic speech retrieval benchmarks, while substantially outperforming cascade-based approaches on VoiceTrace-Bench, demonstrating its effectiveness for both conventional semantic retrieval and the new hybrid retrieval setting.

Aaron Yee, Fengjie Lu, Jiarui Hai et al. · 0 citations

Preprint Aug 2026

When Text Misleads: Inconsistent-Aware Reasoning for Audio-Grounded Dialogue

A scalable framework that identifies text-biased surface interpretations and converts disagreement regions into conflict QA examples and develops an agentic-style reasoning framework that converts speech into an Audio Twin, a text-readable representation of localized acoustic cues that exposes acoustic evidence to the...

Yen-Ju Lu, Yu-Zhe Wang, Yao-Han Guan et al. · 1 citation