Topic: cs.CL

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  1. Agentic Test-Time Scaling for WebAgents

    PaperFeb 12, 2026arXivNicholas Lee, Lutfi Eren Erdogan, Chris Joseph John, Surya Krishnapillai, Kurt Keutzer, Amir Gholami

    Current WebAgents struggle with long-horizon tasks and complex navigation. We propose an agentic scaling framework that increases compute at test-time through iterative trajectory pruning and rewar...

  2. A-MapReduce: Executing Wide Search via Agentic MapReduce

    PaperFeb 16, 2026arXivMingju Chen, Guibin Zhang, Heng Chang, Yuchen Guo

    Traditional multi-agent systems often struggle with 'search breadth' in unstructured environments, leading to tunnel vision in reasoning. We propose A-MapReduce, a framework that applies the MapRed...

  3. Linguistics and Human Brain: A Perspective of Computational Neuroscience

    PaperFeb 10, 2026arXivFudong Zhang, Bo Chai, Yujie Wu, Wai Ting Siok, Nizhuan Wang

    This paper provides a comprehensive perspective on the intersection of linguistics and computational neuroscience, exploring how modern language models and neural recording technologies can bridge ...

  4. GLM-5: From Vibe Coding to Agentic Engineering

    PaperFeb 17, 2026arXivZhipu AI Team, Tsinghua University Researchers

    We present GLM-5, a foundation model designed to bridge the gap between human-guided 'vibe coding' and autonomous 'agentic engineering.' GLM-5 introduces DeepSeek-inspired Sparse Attention (DSA) to...

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