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Author

Yining Chen

2 papers indexed here

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Preprint Jul 2026

RMSWeb: Reflection, Failure-Mode Mining, and Salvage-DS for Web Agent Reinforcement Learning

RMSWeb, a three-part recipe for Qwen3-VL-Instruct at 8B and 32B, achieves the strongest reported Online-Mind2Web result among similarly sized open-weight models in a comparison and a leading reported accuracy-cost trade-off on WebVoyager and WebTailBench, with the caveat that external evaluation protocols differ.

Cheng-Bo Liu, Li-Fang Zhou, Ruijie Yan et al. · 0 citations
#artificial intelligence Preprint Aug 2026

CogEvol: Towards Efficient and Reliable Learning Environment Generation

CogEvol, a family of models trained specifically for Learning Environment Generation: turning a course brief into a finished learning artifact (structured-JSON slides or self-contained interactive HTML pages) in a single pass, lowering the unit cost of AI-native education at scale.

Shangqing Tu, Daniel Zhang-Li, Yucheng Wang et al. · 0 citations

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