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Academic · 1 min

Duel-Evolve: Reward-Free Test-Time Scaling via LLM Self-Preferences

arXiv:2602.21585v1 Announce Type: new Abstract: Many applications seek to optimize LLM outputs at test time by iteratively proposing, scoring, and refining candidates over a discrete …

Sweta Karlekar, Carolina Zheng, Magnus Saebo, Nicolas Beltran-Velez, Shuyang Yu, John Bowlan, Michal Kucer, David Blei
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Academic · 1 min

NGDB-Zoo: Towards Efficient and Scalable Neural Graph Databases Training

arXiv:2602.21597v1 Announce Type: new Abstract: Neural Graph Databases (NGDBs) facilitate complex logical reasoning over incomplete knowledge structures, yet their training efficiency and expressivity are constrained …

Zhongwei Xie, Jiaxin Bai, Shujie Liu, Haoyu Huang, Yufei Li, Yisen Gao, Hong Ting Tsang, Yangqiu Song
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