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Academic · 1 min

Vocabulary Dropout for Curriculum Diversity in LLM Co-Evolution

arXiv:2604.03472v1 Announce Type: new Abstract: Co-evolutionary self-play, where one language model generates problems and another solves them, promises autonomous curriculum learning without human supervision. In …

Jacob Dineen, Aswin RRV, Zhikun Xu, Ben Zhou
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Academic · 1 min

Selective Forgetting for Large Reasoning Models

arXiv:2604.03571v1 Announce Type: new Abstract: Large Reasoning Models (LRMs) generate structured chains of thought (CoTs) before producing final answers, making them especially vulnerable to knowledge …

Tuan Le, Wei Qian, Mengdi Huai
25 views
Academic · 1 min

The Tool Illusion: Rethinking Tool Use in Web Agents

arXiv:2604.03465v1 Announce Type: new Abstract: As web agents rapidly evolve, an increasing body of work has moved beyond conventional atomic browser interactions and explored tool …

Renze Lou, Baolin Peng, Wenlin Yao, Qianhui Wu, Hao Cheng, Suman Nath, Wenpeng Yin, Jianfeng Gao
24 views