Language Matters: How Do Multilingual Input and Reasoning Paths Affect Large Reasoning Models?

23 May 2025

Papers citing "Language Matters: How Do Multilingual Input and Reasoning Paths Affect Large Reasoning Models?"

21 / 21 papers shown

Title
Why Do Multilingual Reasoning Gaps Emerge in Reasoning Language Models? Deokhyung Kang Seonjeong Hwang Daehui Kim Hyounghun Kim Gary Geunbae Lee LRM 108 0 0 31 Oct 2025
The Reasoning Lingua Franca: A Double-Edged Sword for Multilingual AI Alan Saji Raj Dabre Anoop Kunchukuttan Ratish Puduppully LRM 83 0 0 23 Oct 2025
Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning Xue Zhang Yunlong Liang Fandong Meng Songming Zhang Kaiyu Huang Yufeng Chen Jinan Xu Jie Zhou LRM 79 0 0 08 Oct 2025
Reasoning Models Don't Always Say What They Think Yanda Chen Joe Benton Ansh Radhakrishnan Jonathan Uesato Carson E. Denison ... Vlad Mikulik Samuel R. Bowman Jan Leike Jared Kaplan E. Perez ReLM LRM 394 166 1 08 May 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 426 266 0 03 Mar 2025
Do Multilingual LLMs Think In English? Lisa Schut Y. Gal Sebastian Farquhar 224 42 0 24 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu AIMat ReLM LRM 746 170 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 1.1K 5,160 0 22 Jan 2025
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference Benjamin Warner Antoine Chaffin Benjamin Clavié Orion Weller Oskar Hallström ... Tom Aarsen Nathan Cooper Griffin Adams Jeremy Howard Iacopo Poli 377 355 0 18 Dec 2024
The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and ModalitiesInternational Conference on Learning Representations (ICLR), 2024 Zhaofeng Wu Xinyan Velocity Yu Dani Yogatama Jiasen Lu Yoon Kim AIFin 417 35 0 07 Nov 2024
CulturalBench: A Robust, Diverse, and Challenging Cultural Benchmark by Human-AI CulturalTeaming Yu Ying Chiu Liwei Jiang Bill Yuchen Lin Chan Young Park Shuyue Stella Li ... Mehar Bhatia Maria Antoniak Yulia Tsvetkov Vered Shwartz Yejin Choi ELM ALM 313 7 0 03 Oct 2024
LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for CodeInternational Conference on Learning Representations (ICLR), 2024 Naman Jain King Han Alex Gu Wen-Ding Li Fanjia Yan Tianjun Zhang Sida I. Wang Armando Solar-Lezama Koushik Sen Ion Stoica ELM 393 879 0 12 Mar 2024
GPQA: A Graduate-Level Google-Proof Q&A Benchmark David Rein Betty Li Hou Asa Cooper Stickland Jackson Petty Richard Yuanzhe Pang Julien Dirani Julian Michael Samuel R. Bowman AI4MH ELM 361 1,553 0 20 Nov 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023 L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 468 536 0 21 Sep 2023
LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation DatasetInternational Conference on Learning Representations (ICLR), 2023 Lianmin Zheng Wei-Lin Chiang Ying Sheng Tianle Li Siyuan Zhuang ... Zi Lin Eric P. Xing Joseph E. Gonzalez Ion Stoica Haotong Zhang 315 320 0 21 Sep 2023
SafetyBench: Evaluating the Safety of Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Zhexin Zhang Leqi Lei Lindong Wu Rui Sun Yongkang Huang Chong Long Xiao Liu Xuanyu Lei Jie Tang Shiyu Huang LRM LM&MA ELM 234 161 0 13 Sep 2023
Do Multilingual Language Models Think Better in English?North American Chapter of the Association for Computational Linguistics (NAACL), 2023 Julen Etxaniz Gorka Azkune Aitor Soroa Etxabe Oier López de Lacalle Mikel Artetxe LRM 194 92 0 02 Aug 2023
ThoughtSource: A central hub for large language model reasoning dataScientific Data (Sci Data), 2023 Simon Ott Konstantin Hebenstreit Valentin Liévin C. Hother M. Moradi Maximilian Mayrhauser Robert Praas Ole Winther Matthias Samwald ReLM LRM 414 57 0 27 Jan 2023
Language Models are Multilingual Chain-of-Thought ReasonersInternational Conference on Learning Representations (ICLR), 2022 Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 519 479 0 06 Oct 2022
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang Basel Alomair Jacob Steinhardt ReLM FaML 795 3,729 0 05 Mar 2021
Measuring Massive Multitask Language UnderstandingInternational Conference on Learning Representations (ICLR), 2020 Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika Basel Alomair Jacob Steinhardt ELM RALM 1.3K 6,294 0 07 Sep 2020