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News · 1 min

SCOTUStoday for Monday, April 6

On this day in 1938, the Supreme Court heard argument in United States v. Carolene Products, on a law that prohibited interstate shipping of filled …

Kelsey Dallas and Nora Collins
64 views
Academic · 1 min

LightThinker++: From Reasoning Compression to Memory Management

arXiv:2604.03679v1 Announce Type: new Abstract: Large language models (LLMs) excel at complex reasoning, yet their efficiency is limited by the surging cognitive overhead of long …

Yuqi Zhu, Jintian Zhang, Zhenjie Wan, Yujie Luo, Shuofei Qiao, Zhengke Gui, Da Zheng, Lei Liang, Huajun Chen, Ningyu Zhang
55 views
Academic · 1 min

POEMetric: The Last Stanza of Humanity

arXiv:2604.03695v1 Announce Type: new Abstract: Large Language Models (LLMs) can compose poetry, but how far are they from human poets? In this paper, we introduce …

Bingru Li, Han Wang, Hazel Wilkinson
31 views
Academic · 1 min

PRAISE: Prefix-Based Rollout Reuse in Agentic Search Training

arXiv:2604.03675v1 Announce Type: new Abstract: In agentic search, large language models (LLMs) are trained to perform multi-turn retrieval and reasoning for complex tasks such as …

Erhan Zhang, Yiqun Chen, Zechun Niu, Wei Yang, Xiaochi Wei, Yan Gao, Yi Wu, Yao Hu, Jiaxin Mao
23 views