Author

Nanyun Peng

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#computer vision Preprint Dec 2025

MMGR: Multi-Modal Generative Reasoning Benchmark and Evaluation

Evaluating state-of-the-art video generators, image generators, and LLM/VLM baselines reveals a sharp gap between visual quality and reasoning correctness: video models perform best on Physical Commonsense, but remain weak on symbolic tasks such as Sudoku, ARC, and Math, and brittle in cross-view embodied navigation.

Ze-Fan Cai, Haoyi Qiu, Tian-Yi Ma et al. · 9 citations · ⚡1

#small language model Preprint Aug 2026

Belief Cascades Drive Persuasion in LLM Agent Networks

This work introduces a controlled testbed for studying how goal-directed persuaders shift elicited stances in networks of LLM agents grounded in real-world ego-network topologies, and argues for evaluating multi-agent persuasion as a trajectory- and exposure-level process.

Haoyi Qiu, Genglin Liu, P. Venkit et al. · 0 citations