"reasoning models" Papers

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CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models

Zhihang Lin, Mingbao Lin, Yuan Xie et al.

NEURIPS 2025arXiv:2503.22342
56
citations

Evaluating Large Language Models as Expert Annotators

Yu-Min Tseng, Wei-Lin Chen, Chung-Chi Chen et al.

COLM 2025paperarXiv:2508.07827
3
citations

Quantifying Elicitation of Latent Capabilities in Language Models

Elizabeth Donoway, Hailey Joren, Arushi Somani et al.

NEURIPS 2025

Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context Reflection

Shufan Li, Konstantinos Kallidromitis, Akash Gokul et al.

ICCV 2025arXiv:2503.12271
22
citations

S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models

Muzhi Dai, Chenxu Yang, Qingyi Si

NEURIPS 2025oralarXiv:2505.07686
52
citations

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Zhen Zhang, Xuehai He, Weixiang Yan et al.

NEURIPS 2025arXiv:2505.15778
48
citations

SPRINT: Enabling Interleaved Planning and Parallelized Execution in Reasoning Models

Emil Biju, Shayan Talaei, Zhemin Huang et al.

NEURIPS 2025arXiv:2506.05745
4
citations