Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning

24 February 2025

Papers citing "Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning"

34 / 34 papers shown

Title
MMATH: A Multilingual Benchmark for Mathematical Reasoning Wenyang Luo Wayne Xin Zhao Jing Sha Shijin Wang Ji-Rong Wen ReLM LRM 44 0 0 25 May 2025
Controlling Language Confusion in Multilingual LLMs Nahyun Lee Yeongseo Woo Hyunwoo Ko Guijin Son 26 0 0 25 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 117 0 0 21 May 2025
When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research Guijin Son Jiwoo Hong Honglu Fan Heejeong Nam Hyunwoo Ko ... Jinyeop Song Jinha Choi Gonçalo Paulo Youngjae Yu Stella Biderman 98 1 0 17 May 2025
Qwen3 Technical Report An Yang A. Li Baosong Yang Beichen Zhang Binyuan Hui ... Zekun Wang Zeyu Cui Zhenru Zhang Zhenhong Zhou Zihan Qiu LLMAG OSLM LRM 97 73 0 14 May 2025
Crosslingual Reasoning through Test-Time Scaling Zheng-Xin Yong Muhammad Farid Adilazuarda Jonibek Mansurov Ruochen Zhang Niklas Muennighoff Carsten Eickhoff Genta Indra Winata Julia Kreutzer Stephen H. Bach Alham Fikri Aji LRM ELM 434 9 0 08 May 2025
PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts Yijiao Wang Pei Zhang Jialong Tang Haoran Wei Baosong Yang ... Yanzhe Zhang Fei Huang Junyang Lin Fei Huang Jingren Zhou LRM 106 3 0 25 Apr 2025
Scaling Evaluation-time Compute with Reasoning Models as Process Evaluators Seungone Kim Ian Wu Jinu Lee Xiang Yue Seongyun Lee ... Kiril Gashteovski Carolin (Haas) Lawrence Julia Hockenmaier Graham Neubig Sean Welleck LRM 97 5 0 25 Mar 2025
Won: Establishing Best Practices for Korean Financial NLP Guijin Son Hyunwoo Ko Haneral Jung Chami Hwang 89 0 0 23 Mar 2025
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Guanghao Ye Khiem Duc Pham Xinzhi Zhang Sivakanth Gopi Baolin Peng Beibin Li Janardhan Kulkarni Huseyin A. Inan ReLM LRM 113 10 0 10 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 164 147 0 05 Feb 2025
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Xinyu Guan Lefei Zhang Yifei Liu Ning Shang Youran Sun Yi Zhu Fan Yang Mao Yang LRM SyDa ReLM 116 118 0 08 Jan 2025
SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment Yuchun Fan Yongyu Mu Yilin Wang Lei Huang Junhao Ruan Yangqiu Song Tong Xiao Shujian Huang Xiaocheng Feng Jingbo Zhu LRM 80 5 0 08 Jan 2025
Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap Hyunwoo Ko Guijin Son Dasol Choi RALM LRM 125 11 0 05 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 169 168 0 30 Dec 2024
Cross-lingual Transfer of Reward Models in Multilingual Alignment Jiwoo Hong Noah Lee Rodrigo Martínez-Castaño César Rodríguez James Thorne 110 5 0 23 Oct 2024
Liger Kernel: Efficient Triton Kernels for LLM Training Pin-Lun Hsu Yun Dai Vignesh Kothapalli Qingquan Song Shao Tang Siyu Zhu Steven Shimizu Shivam Sahni Haowen Ning Yanning Chen 99 41 0 14 Oct 2024
Spanish and LLM Benchmarks: is MMLU Lost in Translation? Irene Plaza Nina Melero Cristina del Pozo Javier Conde Pedro Reviriego Marina Mayor-Rocher María Grandury ELM 86 8 0 28 May 2024
OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems Chaoqun He Renjie Luo Yuzhuo Bai Shengding Hu Zhen Leng Thai ... Yuxiang Zhang Jie Liu Lei Qi Zhiyuan Liu Maosong Sun ELM AIMat 109 273 0 21 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 198 408 0 09 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 138 1,119 0 05 Feb 2024
Question Translation Training for Better Multilingual Reasoning Wenhao Zhu Shujian Huang Fei Yuan Shuaijie She Jiajun Chen Alexandra Birch LRM 87 31 0 15 Jan 2024
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 191 1,164 0 31 May 2023
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 238 368 0 06 Oct 2022
Solving Quantitative Reasoning Problems with Language Models Aitor Lewkowycz Anders Andreassen David Dohan Ethan Dyer Henryk Michalewski ... Theo Gutman-Solo Yuhuai Wu Behnam Neyshabur Guy Gur-Ari Vedant Misra ReLM ELM LRM 177 851 0 29 Jun 2022
Lifting the Curse of Multilinguality by Pre-training Modular Transformers Jonas Pfeiffer Naman Goyal Xi Lin Xian Li James Cross Sebastian Riedel Mikel Artetxe LRM 91 146 0 12 May 2022
LaMDA: Language Models for Dialog Applications R. Thoppilan Daniel De Freitas Jamie Hall Noam M. Shazeer Apoorv Kulshreshtha ... Blaise Aguera-Arcas Claire Cui M. Croak Ed H. Chi Quoc Le ALM 137 1,595 0 20 Jan 2022
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 177 746 0 30 Nov 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 306 4,408 0 27 Oct 2021
Scaling Scaling Laws with Board Games Andrew Jones 43 41 0 07 Apr 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 608 4,822 0 23 Jan 2020
Unsupervised Cross-lingual Representation Learning at Scale Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzmán Edouard Grave Myle Ott Luke Zettlemoyer Veselin Stoyanov 223 6,565 0 05 Nov 2019
ZeRO: Memory Optimizations Toward Training Trillion Parameter Models Samyam Rajbhandari Jeff Rasley Olatunji Ruwase Yuxiong He ALM AI4CE 82 881 0 04 Oct 2019
Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks Samy Bengio Oriol Vinyals Navdeep Jaitly Noam M. Shazeer 145 2,034 0 09 Jun 2015