Title
When Models Reason in Your Language: Controlling Thinking Trace Language Comes at the Cost of Accuracy Jirui Qi Shan Chen Zidi Xiong Raquel Fernández Danielle S. Bitterman Arianna Bisazza LRM 97 0 0 28 May 2025
Do LLMs Need to Think in One Language? Correlation between Latent Language and Task Performance Shintaro Ozaki Tatsuya Hiraoka Hiroto Otake Hiroki Ouchi Masaru Isonuma ... Kentaro Inui Taro Watanabe Yusuke Miyao Yohei Oseki Yu Takagi LRM 54 0 0 27 May 2025
Refusal Direction is Universal Across Safety-Aligned Languages Xinpeng Wang Mingyang Wang Yihong Liu Hinrich Schutze Barbara Plank 230 1 0 22 May 2025
ARB: A Comprehensive Arabic Multimodal Reasoning Benchmark Sara Ghaboura Ketan More Wafa Alghallabi Omkar Thawakar Jorma T. Laaksonen Hisham Cholakkal Salman Khan Rao Muhammad Anwer VLM LRM 61 0 0 22 May 2025
Language Specific Knowledge: Do Models Know Better in X than in English? Ishika Agarwal Nimet Beyza Bozdag Dilek Hakkani-Tur 81 0 0 21 May 2025
When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners Weixiang Zhao Jiahe Guo Yang Deng Tongtong Wu Wenxuan Zhang ... Yanyan Zhao Wanxiang Che Bing Qin Tat-Seng Chua Ting Liu LRM 142 0 0 21 May 2025
Tina: Tiny Reasoning Models via LoRA Shangshang Wang Julian Asilis Ömer Faruk Akgül Enes Burak Bilgin Ollie Liu Willie Neiswanger OffRL LRM 140 9 0 22 Apr 2025
Is LLM the Silver Bullet to Low-Resource Languages Machine Translation? Yewei Song Lujun Li Cedric Lothritz Saad Ezzini Lama Sleem Niccolo Gentile Radu State Tegawende F. Bissyande Jacques Klein 123 3 0 31 Mar 2025
Gemma 3 Technical Report Gemma Team Aishwarya B Kamath Johan Ferret Shreya Pathak Nino Vieillard ... Harshal Tushar Lehri Hussein Hazimeh Ian Ballantyne Idan Szpektor Ivan Nardini VLM 195 137 0 25 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 206 101 0 20 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 199 111 0 03 Mar 2025
Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning Guijin Son Jiwoo Hong Hyunwoo Ko James Thorne LRM 126 10 0 24 Feb 2025
Multilingual != Multicultural: Evaluating Gaps Between Multilingual Capabilities and Cultural Alignment in LLMs Jonathan Rystrøm Hannah Rose Kirk Scott A. Hale 96 7 0 23 Feb 2025
Small Models Struggle to Learn from Strong Reasoners Yuetai Li Xiang Yue Zhangchen Xu Fengqing Jiang Luyao Niu Bill Yuchen Lin Bhaskar Ramasubramanian Radha Poovendran LRM 131 31 0 17 Feb 2025
The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks Alejandro Cuadron Dacheng Li Wenjie Ma Xingyao Wang Yichuan Wang ... Aditya Desai Ion Stoica Ana Klimovic Graham Neubig Joseph E. Gonzalez LRM AI4CE 310 54 0 12 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 182 166 0 05 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 395 2,033 0 22 Jan 2025
T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling Zhenyu Hou Xin Lv Rui Lu Jing Zhang Yongqian Li Zijun Yao Juanzi Li J. Tang Yuxiao Dong OffRL LRM ReLM 151 33 0 20 Jan 2025
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though Violet Xiang Charlie Snell Kanishk Gandhi Alon Albalak Anikait Singh ... Dakota Mahan Louis Castricato Jan-Philipp Fränken Nick Haber Chelsea Finn LRM 120 54 0 08 Jan 2025
Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap Hyunwoo Ko Guijin Son Dasol Choi RALM LRM 154 12 0 05 Jan 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 307 331 0 03 Jan 2025
Adapters for Altering LLM Vocabularies: What Languages Benefit the Most? HyoJung Han Akiko Eriguchi Haoran Xu Hieu T. Hoang Marine Carpuat Huda Khayrallah VLM 91 3 0 12 Oct 2024
Language Imbalance Driven Rewarding for Multilingual Self-improving Wen Yang Junhong Wu Chen Wang Chengqing Zong J.N. Zhang ALM LRM 215 7 0 11 Oct 2024
Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws Nikhil Sardana Jacob P. Portes Sasha Doubov Jonathan Frankle LRM 423 88 0 31 Dec 2023