The Overthinker's DIET: Cutting Token Calories with DIfficulty-AwarE Training

The Overthinker's DIET: Cutting Token Calories with DIfficulty-AwarE Training

25 May 2025

Papers citing "The Overthinker's DIET: Cutting Token Calories with DIfficulty-AwarE Training"

11 / 11 papers shown

Title
Reasoning Effort and Problem Complexity: A Scaling Analysis in LLMs Benjamin Estermann Roger Wattenhofer LRM 62 2 0 19 Mar 2025
Development and Enhancement of Text-to-Image Diffusion Models Rajdeep Roshan Sahu VLM 97 36 0 07 Mar 2025
Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs Kanishk Gandhi Ayush Chakravarthy Anikait Singh Nathan Lile Noah D. Goodman ReLM LRM 118 60 0 03 Mar 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 95 22 0 27 Feb 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 98 62 0 25 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu Xianfeng Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 66 13 0 18 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang Yisen Wang LRM 88 35 0 11 Feb 2025
Demystifying Long Chain-of-Thought Reasoning in LLMs Edward Yeo Yuxuan Tong Morry Niu Graham Neubig Xiang Yue OffRL LRM 112 107 0 05 Feb 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yun Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 118 77 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 190 250 0 22 Jan 2025
Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost Sania Nayab Giulio Rossolini Giorgio Buttazzo Nicolamaria Manes F. Giacomelli Nicolamaria Manes Fabrizio Giacomelli LRM 85 36 0 29 Jul 2024