Title
Learning Autonomous Code Integration for Math Language Models Haozhe Wang Long Li C. Qu Fengming Zhu Weidi Xu Wei Chu Fangzhen Lin 56 1 0 02 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 108 3 0 01 Feb 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yishuo Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 92 44 0 22 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Feiyu Xiong Kai Chen Dahua Lin Jiaqi Wang VLM 74 19 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
Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models Junyu Chen Han Cai Junsong Chen E. Xie Shang Yang Haotian Tang Muyang Li Yunfan LU Song Han DiffM 69 36 0 20 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 J. T. Wang LRM ReLM 61 2 0 06 Jan 2025
Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey Junqiao Wang Zeng Zhang Yangfan He Yuyang Song Tianyu Shi ... Hengyuan Xu Kunyu Wu Guangwu Qian Qiuwu Chen Lewei He 40 11 0 03 Jan 2025
LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning Shuguang Chen Guang Lin LRM 167 0 0 28 Dec 2024
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners Weihao Zeng Yuzhen Huang Lulu Zhao Yijun Wang Zifei Shan Junxian He LRM 47 8 0 23 Dec 2024
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jun Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Fei Wu G. Wang Eduard H. Hovy OffRL 134 7 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
Yi-Lightning Technical Report 01. AI : Alan Wake Albert Wang Bei Chen ... Yuxuan Sha Zhaodong Yan Zhiyuan Liu Zirui Zhang Zonghong Dai OSLM 102 3 0 02 Dec 2024
OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models Siming Huang Tianhao Cheng J.K. Liu Jiaran Hao L. Song ... Ge Zhang Zili Wang Yuan Qi Yinghui Xu Wei Chu ALM 83 17 0 07 Nov 2024
Sharp Analysis for KL-Regularized Contextual Bandits and RLHF Heyang Zhao Chenlu Ye Quanquan Gu Tong Zhang OffRL 57 3 0 07 Nov 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 49 3 0 24 Oct 2024
ZIP-FIT: Embedding-Free Data Selection via Compression-Based Alignment Elyas Obbad Iddah Mlauzi Brando Miranda Rylan Schaeffer Kamal Obbad Suhana Bedi Sanmi Koyejo CVBM 56 0 0 23 Oct 2024
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 44 4 0 23 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems Nan Xu Xuezhe Ma LRM 59 3 0 18 Oct 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 59 15 0 15 Oct 2024
QSpec: Speculative Decoding with Complementary Quantization Schemes Juntao Zhao Wenhao Lu Sheng Wang Lingpeng Kong Chuan Wu MQ 71 5 0 15 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 109 1 0 15 Oct 2024
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization Guanlin Liu Kaixuan Ji Ning Dai Zheng Wu Chen Dun Q. Gu Lin Yan Quanquan Gu Lin Yan OffRL LRM 53 9 0 11 Oct 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 35 3 0 10 Oct 2024
TPO: Aligning Large Language Models with Multi-branch & Multi-step Preference Trees Weibin Liao Xu Chu Yasha Wang LRM 48 6 0 10 Oct 2024
Extracting and Transferring Abilities For Building Multi-lingual Ability-enhanced Large Language Models Zhipeng Chen Liang Song K. Zhou Wayne Xin Zhao Binghui Wang Weipeng Chen Ji-Rong Wen 68 0 0 10 Oct 2024
Subtle Errors Matter: Preference Learning via Error-injected Self-editing Kaishuai Xu Tiezheng YU Wenjun Hou Yi Cheng Chak Tou Leong Liangyou Li Xin Jiang Lifeng Shang Qun Liu Wenjie Li LRM 172 0 0 09 Oct 2024
Herald: A Natural Language Annotated Lean 4 Dataset Guoxiong Gao Yutong Wang Jiedong Jiang Qi Gao Zihan Qin Tianyi Xu Bin Dong 90 3 0 09 Oct 2024
LeanAgent: Lifelong Learning for Formal Theorem Proving Adarsh Kumarappan Mo Tiwari Peiyang Song Robert Joseph George Chaowei Xiao Anima Anandkumar CLL LLMAG LRM 74 8 0 08 Oct 2024
DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback Zaid Khan Elias Stengel-Eskin Jaemin Cho Joey Tianyi Zhou VGen 46 1 0 08 Oct 2024
MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions Yekun Chai Haoran Sun Huang Fang Shuohuan Wang Yu Sun Hua Wu 174 1 0 03 Oct 2024
FlashMask: Efficient and Rich Mask Extension of FlashAttention Guoxia Wang Jinle Zeng Xiyuan Xiao Siming Wu Jiabin Yang Lujing Zheng Zeyu Chen Jiang Bian Dianhai Yu Haifeng Wang 157 2 0 02 Oct 2024
Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo Shengyu Feng Xiang Kong Shuang Ma Aonan Zhang Dong Yin Chong-Jun Wang Ruoming Pang Yiming Yang LRM 32 0 0 02 Oct 2024
Uncertainty-aware Reward Model: Teaching Reward Models to Know What is Unknown Xingzhou Lou Dong Yan Wei Shen Yuzi Yan Jian Xie Junge Zhang 50 22 0 01 Oct 2024
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning Jin Jiang Yuchen Yan Yang Liu Yonggang Jin Shuai Peng Hao Fei Xunliang Cai Yixin Cao Liangcai Gao Zhi Tang LRM 52 3 0 19 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 119 88 0 18 Sep 2024
VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation Kun Qian Shunji Wan Claudia Tang Youzhi Wang Xuanming Zhang Maximillian Chen Zhou Yu AAML 45 8 0 25 Jun 2024
Cascade Reward Sampling for Efficient Decoding-Time Alignment Bolian Li Yifan Wang A. Grama Ruqi Zhang Ruqi Zhang AI4TS 49 9 0 24 Jun 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 42 52 0 20 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 46 9 0 10 Jun 2024
Stress-Testing Capability Elicitation With Password-Locked Models Ryan Greenblatt Fabien Roger Dmitrii Krasheninnikov David M. Krueger 38 14 0 29 May 2024
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 70 11 0 23 May 2024
Towards Modular LLMs by Building and Reusing a Library of LoRAs O. Ostapenko Zhan Su E. Ponti Laurent Charlin Nicolas Le Roux Matheus Pereira Lucas Caccia Alessandro Sordoni MoMe 44 31 0 18 May 2024
Advancing LLM Reasoning Generalists with Preference Trees Lifan Yuan Ganqu Cui Hanbin Wang Ning Ding Xingyao Wang ... Zhenghao Liu Bowen Zhou Hao Peng Zhiyuan Liu Maosong Sun LRM 45 101 0 02 Apr 2024
A Survey on Large Language Model-Based Game Agents Sihao Hu Tiansheng Huang Gaowen Liu Ramana Rao Kompella Gaowen Liu Selim Furkan Tekin Yichang Xu Zachary Yahn Ling Liu LLMAG LM&Ro AI4CE LM&MA 71 51 0 02 Apr 2024
GenAINet: Enabling Wireless Collective Intelligence via Knowledge Transfer and Reasoning Han Zou Qiyang Zhao Lina Bariah Yu Tian M. Bennis S. Lasaulce 101 12 0 26 Feb 2024
ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language Models Yanan Wu Jie Liu Xingyuan Bu Jiaheng Liu Zhanhui Zhou ... Haibin Chen Tiezheng Ge Wanli Ouyang Wenbo Su Bo Zheng LRM 29 6 0 22 Feb 2024
MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization Zhiyu Yang Zihan Zhou Shuo Wang Xin Cong Xu Han ... Pengyuan Liu Dong Yu Zhiyuan Liu Xiaodong Shi Maosong Sun LLMAG 39 27 0 18 Feb 2024
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism DeepSeek-AI Xiao Bi : Xiao Bi Deli Chen Guanting Chen ... Yao Zhao Shangyan Zhou Shunfeng Zhou Qihao Zhu Yuheng Zou LRM ALM 139 309 0 05 Jan 2024
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation Zhongshen Zeng Pengguang Chen Shu Liu Haiyun Jiang Jiaya Jia ReLM ELM LRM 41 18 0 28 Dec 2023