Author

Yun-Qiao Yang

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#computer vision Preprint Oct 2026

FastBench: Can Streaming VLMs Perceive High-Dynamic Real-World Streams?

Streaming Video Large Language Models (VLMs) enable continuous video understanding, yet existing benchmarks focus on low-dynamic scenarios. Under bounded context budgets, models must balance temporal history, spatial resolution, and temporal granularity; sparse sampling at 1--2 FPS misses fast events. We introduce Fast...

Yuxuan Hu, Wei-Kang Shi, Yang Bo et al. · 0 citations

#artificial intelligence Preprint Sep 2026

MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation

A bilingual Moshi-style model is trained that sustains coherent multi-party English-Chinese conversations over extended durations and substantially outperforms open-source baselines including Moshi, MiniCPM-o-4.5, and Qwen3-Omni-30B-A3B-Instruct on MultiTalkBench.

Ke Wang, Houxing Ren, Zi-Mu Lu et al. · 0 citations