Author

Fan Bai

Johns Hopkins University

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Preprint Sep 2026

Not Another Text Benchmark: Putting the"Visual"Back in Visual Question Answering for Large Video Models

Large video models have exhibited impressive performance on a wide range of visual question answering tasks, owing to the rise of powerful, pretrained text and vision encoders. The usefulness of such models have also been demonstrated on a wide range of benchmarks, with an important caveat - the dominant approach in th...

Rwiddhi Chakraborty, Y. Wang, Cheng Zhang et al. · 0 citations

#artificial intelligence May 2026

Agent-as-Peer-Debriefer: A Multi-Agent Framework with Perspective-Based Refinement for Qualitative Analysis

Agent-as-Peer-Debriefer is proposed, a multi-agent QDA framework that builds peer debriefing into key coding steps and suggests that simulating peer debriefing with explicit perspectives is a promising route to more credible LLM-assisted QDA.

Zhimin Lin, Kun Cheng, Fan Bai et al. · arXiv.org · 1 citation