Title
From TOWER to SPIRE: Adding the Speech Modality to a Text-Only LLM Kshitij Ambilduke Ben Peters Sonal Sannigrahi Anil Keshwani Tsz Kin Lam Bruno Martins Marcely Zanon Boito André F. T. Martins 52 0 0 13 Mar 2025
DriveLMM-o1: A Step-by-Step Reasoning Dataset and Large Multimodal Model for Driving Scenario Understanding Ayesha Ishaq Jean Lahoud Ketan More Omkar Thawakar Ritesh Thawkar ... Fahad Shahbaz Khan Hisham Cholakkal Ivan Laptev Rao Muhammad Anwer Salman Khan LRM 71 1 0 13 Mar 2025
MindGYM: Enhancing Vision-Language Models via Synthetic Self-Challenging Questions Zhe Xu Daoyuan Chen Zhenqing Ling Yaliang Li Ying Shen ReLM SyDa LRM 57 0 0 12 Mar 2025
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Bo Liu Yunxiang Li Yangqiu Song Hanjing Wang Linyi Yang Mark W. Schmidt Jun Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 92 6 0 12 Mar 2025
Large Language Model as Meta-Surrogate for Data-Driven Many-Task Optimization: A Proof-of-Principle Study Jiahui Geng Yue-jiao Gong Jun Zhang 64 0 0 11 Mar 2025
Self-Corrective Task Planning by Inverse Prompting with Large Language Models Jiho Lee Hayun Lee Jonghyeon Kim Kyungjae Lee Eunwoo Kim LRM 67 0 0 10 Mar 2025
Seeing Delta Parameters as JPEG Images: Data-Free Delta Compression with Discrete Cosine Transform Chenyu Huang Peng Ye Xueliang Wang Shenghe Zheng Biqing Qi Lei Bai Wanli Ouyang Tao Chen 31 0 0 09 Mar 2025
InfoSEM: A Deep Generative Model with Informative Priors for Gene Regulatory Network Inference Tianyu Cui Song-Jun Xu Artem Moskalev Shuwei Li Tommaso Mansi Mangal Prakash Rui Liao BDL 73 0 0 06 Mar 2025
Toward Stable and Consistent Evaluation Results: A New Methodology for Base Model Evaluation Hongzhi Luan Changxin Tian Zhaoxin Huan Xiaolu Zhang Kunlong Chen Qing Cui Zhiqiang Zhang 46 1 0 02 Mar 2025
Shifting Power: Leveraging LLMs to Simulate Human Aversion in ABMs of Bilateral Financial Exchanges, A bond market study Alicia Vidler Toby Walsh 37 0 0 01 Mar 2025
Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers Shalev Lifshitz Sheila A. McIlraith Yilun Du LRM 57 8 0 27 Feb 2025
Self-rewarding correction for mathematical reasoning Wei Xiong Hanning Zhang Chenlu Ye Lichang Chen Nan Jiang Tong Zhang ReLM KELM LRM 75 10 0 26 Feb 2025
Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs Dayu Yang Tianyang Liu Daoan Zhang Antoine Simoulin Xiaoyi Liu ... Zhaopu Teng Xin Qian Grey Yang Jiebo Luo Julian McAuley ReLM OffRL LRM 89 4 0 26 Feb 2025
Predicting Through Generation: Why Generation Is Better for Prediction Md. Kowsher Nusrat Jahan Prottasha Prakash Bhat Chun-Nam Yu Mojtaba Soltanalian Ivan Garibay O. Garibay Chen Chen Niloofar Yousefi AI4TS 65 0 0 25 Feb 2025
LLM Knows Geometry Better than Algebra: Numerical Understanding of LLM-Based Agents in A Trading Arena Tianmi Ma Jiawei Du Wenxin Huang Wenjie Wang Liang Xie Xian Zhong Qiufeng Wang 64 2 0 25 Feb 2025
Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning Guijin Son Jiwoo Hong Hyunwoo Ko James Thorne LRM 53 8 0 24 Feb 2025
The Role of Sparsity for Length Generalization in Transformers Noah Golowich Samy Jelassi David Brandfonbrener Sham Kakade Eran Malach 42 0 0 24 Feb 2025
A Survey on Feedback-based Multi-step Reasoning for Large Language Models on Mathematics Ting-Ruen Wei Haowei Liu Xuyang Wu Yi Fang LRM AI4CE ReLM KELM 223 2 0 21 Feb 2025
Lean-ing on Quality: How High-Quality Data Beats Diverse Multilingual Data in AutoFormalization Willy Chan Michael Souliman Jakob Nordhagen Brando Miranda Elyas Obbad Kai Fronsdal Sanmi Koyejo 50 0 0 18 Feb 2025
Self-Supervised Transformers as Iterative Solution Improvers for Constraint Satisfaction Yudong Xu Wenhao Li Scott Sanner Elias Boutros Khalil 44 0 0 18 Feb 2025
A Unified Approach to Routing and Cascading for LLMs Jasper Dekoninck Maximilian Baader Martin Vechev 60 2 0 17 Feb 2025
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving Xin Xu Yan Xu Tianhao Chen Yuchen Yan Chengwu Liu ... Yansen Wang Yichun Yin Yufei Wang Lifeng Shang Qiang Liu LRM 75 2 0 17 Feb 2025
Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Soheil Abbasloo LRM 46 0 0 04 Feb 2025
Process Reinforcement through Implicit Rewards Ganqu Cui Lifan Yuan Zihan Wang Hanbin Wang Wendi Li ... Yu Cheng Zhiyuan Liu Maosong Sun Bowen Zhou Ning Ding OffRL LRM 75 64 0 03 Feb 2025
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Xin Xu Qiyun Xu Tong Xiao Tianhao Chen Yuchen Yan Jiaxin Zhang Shizhe Diao Can Yang Yang Wang ELM LRM AI4CE 113 4 0 01 Feb 2025
FOCUS: First Order Concentrated Updating Scheme Yizhou Liu Ziming Liu Jeff Gore ODL 108 1 0 21 Jan 2025
Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling Zhenyu Hou Xin Lv Rui Lu J. Zhang Yong Li Zijun Yao Juanzi Li J. Tang Yuxiao Dong OffRL LRM ReLM 61 20 0 20 Jan 2025
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models Sijia Chen Baochun Li Di Niu LLMAG LRM AI4CE 71 12 0 08 Jan 2025
Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning Zhen Li Yupeng Su Runming Yang C. Xie Zehua Wang Zhongwei Xie Ngai Wong Hongxia Yang MQ LRM 53 3 0 06 Jan 2025
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning Beichen Zhang Yuhong Liu Xiaoyi Dong Yuhang Zang Pan Zhang Haodong Duan Yuhang Cao Dahua Lin Jize Wang LRM ReLM 61 3 0 06 Jan 2025
Mathematical Language Models: A Survey Wei Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 81 13 0 03 Jan 2025
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang OSLM LRM 110 415 0 03 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 95 231 0 03 Jan 2025
Formal Mathematical Reasoning: A New Frontier in AI Kaiyu Yang Gabriel Poesia Jingxuan He Wenda Li Kristin Lauter Swarat Chaudhuri Dawn Song LRM AI4CE 84 22 0 20 Dec 2024
Outcome-Refining Process Supervision for Code Generation Zhuohao Yu Weizheng Gu Yidong Wang Zhengran Zeng Jindong Wang Wei Ye Shikun Zhang LRM 92 4 0 19 Dec 2024
CoinMath: Harnessing the Power of Coding Instruction for Math LLMs Chengwei Wei Bin Wang Jung-jae Kim Guimei Liu Nancy F. Chen LRM 87 0 0 16 Dec 2024
Towards Learning to Reason: Comparing LLMs with Neuro-Symbolic on Arithmetic Relations in Abstract Reasoning Michael Hersche Giacomo Camposampiero Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 66 1 0 07 Dec 2024
Neuro-Symbolic Data Generation for Math Reasoning Zenan Li Zhi-Hua Zhou Yuan Yao Yu Li Chun Cao Fan Yang Xian Zhang Xiaoxing Ma OffRL LRM 78 8 0 06 Dec 2024
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning Mathurin Videau Alessandro Leite Marc Schoenauer O. Teytaud ReLM LRM 79 0 0 05 Dec 2024
Unifying KV Cache Compression for Large Language Models with LeanKV Yanqi Zhang Yuwei Hu Runyuan Zhao John C. S. Lui Haibo Chen MQ 151 5 0 04 Dec 2024
Curriculum Demonstration Selection for In-Context Learning Duc Anh Vu Nguyen Tran Cong Duy Xiaobao Wu Hoang Minh Nhat Du Mingzhe Nguyen Thanh Thong Anh Tuan Luu 77 0 0 27 Nov 2024
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs Keer Lu Keshi Zhao Zheng Liang Zhuoran Zhang Da Pan ... Xin Wu Zenan Zhou Guosheng Dong Bin Cui Wentao Zhang VLM CLL 28 0 0 18 Nov 2024
Reasoning or a Semblance of it? A Diagnostic Study of Transitive Reasoning in LLMs Houman Mehrafarin Arash Eshghi Ioannis Konstas LRM 31 0 0 26 Oct 2024
GFlowNet Fine-tuning for Diverse Correct Solutions in Mathematical Reasoning Tasks Ryoichi Takase Masaya Tsunokake Yuta Tsuchiya Shota Inuzuka LRM 51 2 0 26 Oct 2024
Cobblestone: Iterative Automation for Formal Verification Saketh Ram Kasibatla Arpan Agarwal Yuriy Brun Sorin Lerner Talia Ringer Emily First 32 0 0 25 Oct 2024
ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning Xiaodong Yu Ben Zhou Hao Cheng Dan Roth ReLM LRM 38 1 0 24 Oct 2024
From Imitation to Introspection: Probing Self-Consciousness in Language Models Sirui Chen Shu Yu Shengjie Zhao Chaochao Lu MILM LRM 30 1 0 24 Oct 2024
Unleashing Reasoning Capability of LLMs via Scalable Question Synthesis from Scratch Yuyang Ding Xinyu Shi Xiaobo Liang Juntao Li Qiaoming Zhu Min Zhang ELM AIMat SyDa LRM 30 9 0 24 Oct 2024
Knowledge Distillation Using Frontier Open-source LLMs: Generalizability and the Role of Synthetic Data Anup Shirgaonkar Nikhil Pandey Nazmiye Ceren Abay Tolga Aktas Vijay Aski ALM SyDa 34 0 0 24 Oct 2024
Mixture of Parrots: Experts improve memorization more than reasoning Samy Jelassi Clara Mohri David Brandfonbrener Alex Gu Nikhil Vyas Nikhil Anand David Alvarez-Melis Yuanzhi Li Sham Kakade Eran Malach MoE 36 4 0 24 Oct 2024