Title
RM-R1: Reward Modeling as Reasoning Xiusi Chen Gaotang Li Zehua Wang Bowen Jin Cheng Qian ... Y. Zhang D. Zhang Tong Zhang Hanghang Tong Heng Ji ReLM OffRL LRM 165 1 0 05 May 2025
FineScope : Precision Pruning for Domain-Specialized Large Language Models Using SAE-Guided Self-Data Cultivation Chaitali Bhattacharyya Yeseong Kim 45 0 0 01 May 2025
CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training Shizhe Diao Yu Yang Y. Fu Xin Dong Dan Su ... Hongxu Yin M. Patwary Yingyan Jan Kautz Pavlo Molchanov 38 0 0 17 Apr 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future Jialun Zhong Wei Shen Yanzeng Li Songyang Gao Hua Lu Yicheng Chen Yang Zhang Wei Zhou Jinjie Gu Lei Zou LRM 45 2 0 12 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Zhilin Wang Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 32 0 0 08 Apr 2025
F5R-TTS: Improving Flow-Matching based Text-to-Speech with Group Relative Policy Optimization Xiaohui Sun Ruitong Xiao Jianye Mo Bowen Wu Qun Yu Baoxun Wang 51 1 0 03 Apr 2025
Entropy-Based Adaptive Weighting for Self-Training Xiaoxuan Wang Yihe Deng Mingyu Derek Ma Wei Wang LRM 52 0 0 31 Mar 2025
Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning Huajie Tan Yuheng Ji Xiaoshuai Hao Minglan Lin Pengwei Wang Zhongyuan Wang Shanghang Zhang ReLM OffRL LRM 94 7 0 26 Mar 2025
Accelerating Transformer Inference and Training with 2:4 Activation Sparsity Daniel Haziza Timothy Chou Dhruv Choudhary Luca Wehrstedt Francisco Massa Jiecao Yu Geonhwa Jeong Supriya Rao Patrick Labatut Jesse Cai 42 0 0 20 Mar 2025
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning Nvidia A. Azzolini Junjie Bai Prithvijit Chattopadhyay Huayu Chen ... Xiaodong Yang Zhuolin Yang Jingyang Zhang Xiaohui Zeng Zhe Zhang AI4CE LM&Ro LRM 54 5 0 18 Mar 2025
Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling Yiwen Ding Zhiheng Xi Wei He Zhuoyuan Li Yitao Zhai Xiaowei Shi Xunliang Cai Tao Gui Qi Zhang Xuanjing Huang LRM 75 3 0 24 Feb 2025
C-3DPO: Constrained Controlled Classification for Direct Preference Optimization Kavosh Asadi Julien Han Xingzi Xu Dominique Perrault-Joncas Shoham Sabach Karim Bouyarmane Mohammad Ghavamzadeh 34 0 0 22 Feb 2025
Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance Shehzeen Samarah Hussain Paarth Neekhara Xuesong Yang Edresson Casanova Subhankar Ghosh Mikyas T. Desta Roy Fejgin Rafael Valle Jason Chun Lok Li 61 2 0 07 Feb 2025
Scaling Embedding Layers in Language Models Da Yu Edith Cohen Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Daogao Liu Chiyuan Zhang 79 0 0 03 Feb 2025
OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement Tianyu Zheng Ge Zhang Tianhao Shen Xueling Liu Bill Yuchen Lin Jie Fu Wenhu Chen Xiang Yue SyDa 91 102 0 08 Jan 2025
MegaSynth: Scaling Up 3D Scene Reconstruction with Synthesized Data Hanwen Jiang Zexiang Xu Desai Xie Z. Chen Haian Jin ... Xin Sun Jiuxiang Gu Qixing Huang Georgios Pavlakos Hao Tan 159 1 0 18 Dec 2024
Puzzle: Distillation-Based NAS for Inference-Optimized LLMs Akhiad Bercovich Tomer Ronen Talor Abramovich Nir Ailon Nave Assaf ... Ido Shahaf Oren Tropp Omer Ullman Argov Ran Zilberstein Ran El-Yaniv 77 1 0 28 Nov 2024
Self-Generated Critiques Boost Reward Modeling for Language Models Yue Yu Zhengxing Chen Aston Zhang L Tan Chenguang Zhu ... Suchin Gururangan Chao-Yue Zhang Melanie Kambadur Dhruv Mahajan Rui Hou LRM ALM 96 16 0 25 Nov 2024
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey Yang Gu Hengyu You Jian Cao Muran Yu Haoran Fan Shiyou Qian LM&MA AI4CE 46 3 0 11 Nov 2024
Hunyuan-Large: An Open-Source MoE Model with 52 Billion Activated Parameters by Tencent Xingchen Sun Yanfeng Chen Yanwen Huang Ruobing Xie Jiaqi Zhu ... Zhanhui Kang Yong Yang Yuhong Liu Di Wang Jie Jiang MoE ALM ELM 73 25 0 04 Nov 2024
COAT: Compressing Optimizer states and Activation for Memory-Efficient FP8 Training Haocheng Xi Han Cai Ligeng Zhu Yaojie Lu Kurt Keutzer Jianfei Chen Song Han MQ 75 9 0 25 Oct 2024
Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs Chris Liu Liang Zeng Jiaheng Liu Rui Yan Jujie He Chaojie Wang Shuicheng Yan Yang Liu Yahui Zhou AI4TS 48 63 0 24 Oct 2024
RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style Yantao Liu Zijun Yao Rui Min Yixin Cao Lei Hou Juanzi Li OffRL ALM 20 29 0 21 Oct 2024
$γ-$ MoD: Exploring Mixture-of-Depth Adaptation for Multimodal Large Language Models Yaxin Luo Gen Luo Jiayi Ji Yiyi Zhou Xiaoshuai Sun Zhiqiang Shen Rongrong Ji VLM MoE 39 1 0 17 Oct 2024
Preference Optimization with Multi-Sample Comparisons Chaoqi Wang Zhuokai Zhao Chen Zhu Karthik Abinav Sankararaman Michal Valko ... Zhaorun Chen Madian Khabsa Yuxin Chen Hao Ma Sinong Wang 66 10 0 16 Oct 2024
Upcycling Large Language Models into Mixture of Experts Ethan He Abhinav Khattar R. Prenger V. Korthikanti Zijie Yan Tong Liu Shiqing Fan Ashwath Aithal M. Shoeybi Bryan Catanzaro MoE 39 9 0 10 Oct 2024
Reward-Augmented Data Enhances Direct Preference Alignment of LLMs Shenao Zhang Zhihan Liu Boyi Liu Yuhang Zhang Yingxiang Yang Y. Liu Liyu Chen Tao Sun Ziyi Wang 98 3 0 10 Oct 2024
As Simple as Fine-tuning: LLM Alignment via Bidirectional Negative Feedback Loss Xin Mao Feng-Lin Li Huimin Xu Wei Zhang Wang Chen A. Luu 29 1 0 07 Oct 2024
Training Language Models on Synthetic Edit Sequences Improves Code Synthesis Ulyana Piterbarg Lerrel Pinto Rob Fergus SyDa 37 2 0 03 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 47 22 0 01 Oct 2024
Direct Judgement Preference Optimization Peifeng Wang Austin Xu Yilun Zhou Caiming Xiong Shafiq Joty ELM 39 12 0 23 Sep 2024
The Central Role of the Loss Function in Reinforcement Learning Kaiwen Wang Nathan Kallus Wen Sun OffRL 56 7 0 19 Sep 2024
Leveraging Unstructured Text Data for Federated Instruction Tuning of Large Language Models Rui Ye Rui Ge Yuchi Fengting Jingyi Chai Yanfeng Wang Siheng Chen FedML 40 1 0 11 Sep 2024
Self-Directed Synthetic Dialogues and Revisions Technical Report Nathan Lambert Hailey Schoelkopf Aaron Gokaslan Luca Soldaini Valentina Pyatkin Louis Castricato SyDa 45 3 0 25 Jul 2024
ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities Peng-Tao Xu Ming-Yu Liu Xianchao Wu Zihan Liu M. Shoeybi Mohammad Shoeybi Bryan Catanzaro RALM 52 14 0 19 Jul 2024
LASSI: An LLM-based Automated Self-Correcting Pipeline for Translating Parallel Scientific Codes M. Dearing Yiheng Tao Xingfu Wu Z. Lan V. Taylor 40 3 0 30 Jun 2024
Unveiling the Flaws: Exploring Imperfections in Synthetic Data and Mitigation Strategies for Large Language Models Jie Chen Yupeng Zhang Bingning Wang Wayne Xin Zhao Ji-Rong Wen Weipeng Chen SyDa 39 4 0 18 Jun 2024
NeMo-Aligner: Scalable Toolkit for Efficient Model Alignment Gerald Shen Zhilin Wang Olivier Delalleau Jiaqi Zeng Yi Dong ... Sahil Jain Ali Taghibakhshi Markel Sanz Ausin Ashwath Aithal Oleksii Kuchaiev 40 13 0 02 May 2024
Direct Nash Optimization: Teaching Language Models to Self-Improve with General Preferences Corby Rosset Ching-An Cheng Arindam Mitra Michael Santacroce Ahmed Hassan Awadallah Tengyang Xie 152 114 0 04 Apr 2024
RewardBench: Evaluating Reward Models for Language Modeling Nathan Lambert Valentina Pyatkin Jacob Morrison Lester James Validad Miranda Bill Yuchen Lin ... Sachin Kumar Tom Zick Yejin Choi Noah A. Smith Hanna Hajishirzi ALM 82 214 0 20 Mar 2024
BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedback Gaurav Pandey Yatin Nandwani Tahira Naseem Mayank Mishra Guangxuan Xu Dinesh Raghu Sachindra Joshi Asim Munawar Ramón Fernández Astudillo BDL 44 3 0 04 Feb 2024
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation Jiawei Liu Chun Xia Yuyao Wang Lingming Zhang ELM ALM 183 799 0 02 May 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 313 11,953 0 04 Mar 2022
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,821 0 17 Sep 2019