"reasoning llms" Papers

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L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Pranjal Aggarwal, Sean Welleck

COLM 2025paperarXiv:2503.04697
250
citations

LIFEBENCH: Evaluating Length Instruction Following in Large Language Models

Wei Zhang, Zhenhong Zhou, Kun Wang et al.

NEURIPS 2025arXiv:2505.16234
2
citations

The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements

Bingchen Zhao, Despoina Magka, Minqi Jiang et al.

NEURIPS 2025arXiv:2506.22419
2
citations