Title
Seeing Delta Parameters as JPEG Images: Data-Free Delta Compression with Discrete Cosine Transform C. Huang Peng Ye X. 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 68 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 Zhiqiang Zhang Jun Zhou 40 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 44 5 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 67 9 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 81 3 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 60 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 X. Zhong Joey Tianyi Zhou 62 2 0 25 Feb 2025
Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning Guijin Son Jiwoo Hong Hyunwoo Ko James Thorne LRM 46 5 0 24 Feb 2025
The Role of Sparsity for Length Generalization in Transformers Noah Golowich Samy Jelassi David Brandfonbrener Sham Kakade Eran Malach 37 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 149 1 0 21 Feb 2025
Self-Supervised Transformers as Iterative Solution Improvers for Constraint Satisfaction Yudong Xu Wenhao Li Scott Sanner Elias Boutros Khalil 39 0 0 18 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 34 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 ... Y. Wang Yichun Yin Y. Wang Lifeng Shang Q. Liu LRM 68 2 0 17 Feb 2025
Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Soheil Abbasloo LRM 39 0 0 04 Feb 2025
Process Reinforcement through Implicit Rewards Ganqu Cui Lifan Yuan Z. Wang Hanbin Wang Wendi Li ... Yu Cheng Zhiyuan Liu Maosong Sun Bowen Zhou Ning Ding OffRL LRM 68 51 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 100 2 0 01 Feb 2025
FOCUS: First Order Concentrated Updating Scheme Yizhou Liu Ziming Liu Jeff Gore ODL 104 0 0 21 Jan 2025
Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling Zhenyu Hou Xin Lv Rui Lu J. Zhang Y. Li Zijun Yao Juanzi Li J. Tang Yuxiao Dong OffRL LRM ReLM 49 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 67 11 0 08 Jan 2025
Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning Zhen Li Yupeng Su Runming Yang C. Xie Z. Wang Zhongwei Xie Ngai Wong Hongxia Yang MQ LRM 33 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 D. Lin J. T. Wang LRM ReLM 58 2 0 06 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 108 406 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 76 211 0 03 Jan 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 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 82 20 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 84 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 77 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 A. Sebastian Abbas Rahimi LRM 64 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 65 7 0 06 Dec 2024
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning Mathurin Videau Alessandro Leite Marc Schoenauer O. Teytaud ReLM LRM 74 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 109 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 67 0 0 27 Nov 2024
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs Keer Lu Keshi Zhao Zheng Liang Da Pan Shusen Zhang ... Weipeng Chen Zenan Zhou Guosheng Dong Bin Cui Wentao Zhang VLM 26 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 26 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 43 2 0 26 Oct 2024
Cobblestone: Iterative Automation for Formal Verification Saketh Ram Kasibatla Arpan Agarwal Yuriy Brun Sorin Lerner Talia Ringer Emily First 23 0 0 25 Oct 2024
ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning Xiaodong Yu Ben Zhou Hao Cheng Dan Roth ReLM LRM 36 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 16 8 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 29 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 28 4 0 24 Oct 2024
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 37 4 0 23 Oct 2024
Learning Mathematical Rules with Large Language Models Antoine Gorceix Bastien Le Chenadec Ahmad Rammal N. Vadori Manuela Veloso 18 1 0 22 Oct 2024
Forewarned is Forearmed: Leveraging LLMs for Data Synthesis through Failure-Inducing Exploration Qintong Li Jiahui Gao Sheng Wang Renjie Pi Xueliang Zhao Chuan Wu Xin Jiang Z. Li Lingpeng Kong SyDa 28 2 0 22 Oct 2024
Language Models are Symbolic Learners in Arithmetic Chunyuan Deng Zhiqi Li Roy Xie Ruidi Chang Hanjie Chen 32 3 0 21 Oct 2024
Learning to Predict Usage Options of Product Reviews with LLM-Generated Labels Leo Kohlenberg Leonard Horns Frederic Sadrieh Nils Kiele Matthis Clausen Konstantin Ketterer Avetis Navasardyan Tamara Czinczoll Gerard de Melo Ralf Herbrich 21 0 0 16 Oct 2024
MIND: Math Informed syNthetic Dialogues for Pretraining LLMs Syeda Nahida Akter Shrimai Prabhumoye John Kamalu S. Satheesh Eric Nyberg M. Patwary M. Shoeybi Bryan Catanzaro LRM SyDa ReLM 98 1 0 15 Oct 2024