When Models Reason in Your Language: Controlling Thinking Trace Language Comes at the Cost of Accuracy

When Models Reason in Your Language: Controlling Thinking Trace Language Comes at the Cost of Accuracy

28 May 2025

Raquel Fernández

Danielle S. Bitterman

Arianna Bisazza

Papers citing "When Models Reason in Your Language: Controlling Thinking Trace Language Comes at the Cost of Accuracy"

19 / 19 papers shown

Title
Beyond Semantics: The Unreasonable Effectiveness of Reasonless Intermediate Tokens Kaya Stechly Karthik Valmeekam Atharva Gundawar Vardhan Palod Subbarao Kambhampati ReLM LRM 29 4 0 19 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 349 8 0 08 May 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 124 132 0 05 Feb 2025
mHumanEval -- A Multilingual Benchmark to Evaluate Large Language Models for Code Generation Nishat Raihan Antonios Anastasopoulos Marcos Zampieri ELM 75 8 0 28 Jan 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 303 1,503 0 22 Jan 2025
Systematically Analyzing Prompt Injection Vulnerabilities in Diverse LLM Architectures Victoria Benjamin Emily Braca Israel Carter Hafsa Kanchwala Nava Khojasteh ... Rachel Mirin Avery Moyer Kayla Simpson Amelia Skawinski Thomas Heverin SILM AAML 31 3 0 28 Oct 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 124 576 0 06 Aug 2024
From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models Sean Welleck Amanda Bertsch Matthew Finlayson Hailey Schoelkopf Alex Xie Graham Neubig Ilia Kulikov Zaid Harchaoui 89 62 0 24 Jun 2024
IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models David Ifeoluwa Adelani Jessica Ojo Israel Abebe Azime Jian Yun Zhuang Jesujoba Oluwadara Alabi ... Salomey Osei Sokhar Samb Tadesse Kebede Guge Pontus Stenetorp Pontus Stenetorp ELM 114 9 0 05 Jun 2024
Exploring Vulnerabilities and Protections in Large Language Models: A Survey Frank Weizhen Liu Chenhui Hu AAML 62 8 0 01 Jun 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 94 953 0 05 Feb 2024
Comparative Analysis of Multilingual Text Classification & Identification through Deep Learning and Embedding Visualization Arinjay Wyawhare VLM 26 2 0 06 Dec 2023
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 72 627 0 20 Nov 2023
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 136 2,049 0 12 Sep 2023
Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought Prompting Haoyang Huang Tianyi Tang Dongdong Zhang Wayne Xin Zhao Ting Song Yan Xia Furu Wei LRM 57 166 0 11 May 2023
MEGA: Multilingual Evaluation of Generative AI Kabir Ahuja Harshita Diddee Rishav Hada Millicent Ochieng Krithika Ramesh ... T. Ganu Sameer Segal Maxamed Axmed Kalika Bali Sunayana Sitaram LM&MA LRM ELM 62 274 0 22 Mar 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 730 12,525 0 04 Mar 2022
Automatic Language Identification in Texts: A Survey T. Jauhiainen Marco Lui Marcos Zampieri Timothy Baldwin Krister Lindén 50 202 0 22 Apr 2018
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 144 1,517 0 25 Jan 2017