SimPO: Simple Preference Optimization with a Reference-Free Reward

23 May 2024

Papers citing "SimPO: Simple Preference Optimization with a Reference-Free Reward"

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LLAMAPIE: Proactive In-Ear Conversation Assistants Tuochao Chen Nicholas Batchelder Alisa Liu Noah A. Smith Shyamnath Gollakota 23 0 0 07 May 2025
FairPO: Robust Preference Optimization for Fair Multi-Label Learning Soumen Kumar Mondal Akshit Varmora Prateek Chanda Ganesh Ramakrishnan 25 0 0 05 May 2025
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS Junlin Wang Roy Xie Shang Zhu Jue Wang Ben Athiwaratkun Bhuwan Dhingra S. Song Ce Zhang James Y. Zou ALM 24 0 0 05 May 2025
Bielik 11B v2 Technical Report Krzysztof Ociepa Łukasz Flis Krzysztof Wróbel Adrian Gwoździej Remigiusz Kinas 22 0 0 05 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 60 0 0 05 May 2025
A Survey on Progress in LLM Alignment from the Perspective of Reward Design Miaomiao Ji Yanqiu Wu Zhibin Wu Shoujin Wang Jian Yang Mark Dras Usman Naseem 31 0 0 05 May 2025
SIMPLEMIX: Frustratingly Simple Mixing of Off- and On-policy Data in Language Model Preference Learning Tianjian Li Daniel Khashabi 50 0 0 05 May 2025
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 49 0 0 30 Apr 2025
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning Joykirat Singh Raghav Magazine Yash Pandya A. Nambi LLMAG KELM OffRL LRM 37 0 0 28 Apr 2025
Adaptive Helpfulness-Harmlessness Alignment with Preference Vectors Ren-Wei Liang Chin-Ting Hsu Chan-Hung Yu Saransh Agrawal Shih-Cheng Huang Shang-Tse Chen Kuan-Hao Huang Shao-Hua Sun 71 0 0 27 Apr 2025
Calibrating Translation Decoding with Quality Estimation on LLMs Di Wu Yibin Lei Christof Monz 68 0 0 26 Apr 2025
Parameter-Efficient Checkpoint Merging via Metrics-Weighted Averaging Shi Jie Yu Sehyun Choi MoMe 42 0 0 23 Apr 2025
Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model Junshu Pan Wei Shen Shulin Huang Qiji Zhou Yue Zhang 69 0 0 22 Apr 2025
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu X. Wang Xiangnan He 22 0 0 22 Apr 2025
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs Jiliang Ni Jiachen Pu Zhongyi Yang Kun Zhou Hui Wang Xiaoliang Xiao Dakui Wang Xin Li Jingfeng Luo Conggang Hu 29 0 0 18 Apr 2025
FuseRL: Dense Preference Optimization for Heterogeneous Model Fusion Longguang Zhong Fanqi Wan Ziyi Yang Guosheng Liang Tianyuan Shi Xiaojun Quan MoMe 53 0 0 09 Apr 2025
PaMi-VDPO: Mitigating Video Hallucinations by Prompt-Aware Multi-Instance Video Preference Learning Xinpeng Ding K. Zhang Jinahua Han Lanqing Hong Hang Xu X. Li MLLM VLM 66 0 0 08 Apr 2025
SEA-LION: Southeast Asian Languages in One Network Raymond Ng Thanh Ngan Nguyen Yuli Huang Ngee Chia Tai Wai Yi Leong ... David Ong Tat-Wee B. Liu William-Chandra Tjhi Erik Cambria Leslie Teo 24 11 0 08 Apr 2025
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use Anna Goldie Azalia Mirhoseini Hao Zhou Irene Cai Christopher D. Manning SyDa OffRL ReLM LRM 99 3 0 07 Apr 2025
CARE: Aligning Language Models for Regional Cultural Awareness Geyang Guo Tarek Naous Hiromi Wakaki Yukiko Nishimura Yuki Mitsufuji Alan Ritter Wei-ping Xu 47 0 0 07 Apr 2025
Robust Reinforcement Learning from Human Feedback for Large Language Models Fine-Tuning Kai Ye Hongyi Zhou Jin Zhu Francesco Quinzan C. Shi 18 0 0 03 Apr 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 55 21 0 20 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Y. Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang T. Tan 64 2 0 18 Mar 2025
Fine-Tuning Diffusion Generative Models via Rich Preference Optimization Hanyang Zhao Haoxian Chen Yucheng Guo Genta Indra Winata Tingting Ou Ziyu Huang D. Yao Wenpin Tang 50 0 0 13 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan Ö. Arik Dong Wang Hamed Zamani J. Han RALM ReLM KELM OffRL AI4TS LRM 76 18 0 12 Mar 2025
Oasis: One Image is All You Need for Multimodal Instruction Data Synthesis Letian Zhang Quan Cui Bingchen Zhao Cheng Yang MLLM SyDa 45 0 0 11 Mar 2025
SOLAR: Scalable Optimization of Large-scale Architecture for Reasoning Chen Li Yinyi Luo Anudeep Bolimera Uzair Ahmed S. Hrishikesh Gokhale Marios Savvides LRM AI4CE 52 1 0 06 Mar 2025
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning Zhibin Lan Liqiang Niu Fandong Meng Jie Zhou Jinsong Su VLM 60 0 0 04 Mar 2025
PEO: Improving Bi-Factorial Preference Alignment with Post-Training Policy Extrapolation Yuxuan Liu 30 0 0 03 Mar 2025
Plan2Align: Predictive Planning Based Test-Time Preference Alignment in Paragraph-Level Machine Translation Kuang-Da Wang Teng-Ruei Chen Yu-Heng Hung Shuoyang Ding Yueh-Hua Wu Yu-Chun Wang Chao-Han Huck Yang Wen-Chih Peng Ping-Chun Hsieh 60 0 0 28 Feb 2025
Stackelberg Game Preference Optimization for Data-Efficient Alignment of Language Models Xu Chu Zhixin Zhang Tianyu Jia Yujie Jin 63 0 0 25 Feb 2025
Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support G. Wang Minyu Gao Shuai Yang Ya Zhang Lizhi He ... Yexuan Zhang Wanyue Li Lu Chen Jintao Fei Xin Li 47 1 0 25 Feb 2025
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint Qianli Ma Dongrui Liu Qian Chen Linfeng Zhang Jing Shao MoMe 47 0 0 24 Feb 2025
SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters Teng Xiao Yige Yuan Z. Chen Mingxiao Li Shangsong Liang Z. Ren V. Honavar 87 5 0 21 Feb 2025
Faster WIND: Accelerating Iterative Best-of- $N$ Distillation for LLM Alignment Tong Yang Jincheng Mei H. Dai Zixin Wen Shicong Cen Dale Schuurmans Yuejie Chi Bo Dai 26 4 0 20 Feb 2025
Multi-Step Alignment as Markov Games: An Optimistic Online Gradient Descent Approach with Convergence Guarantees Yongtao Wu Luca Viano Yihang Chen Zhenyu Zhu Kimon Antonakopoulos Quanquan Gu V. Cevher 43 0 0 18 Feb 2025
Design Considerations in Offline Preference-based RL Alekh Agarwal Christoph Dann T. V. Marinov OffRL 36 0 0 08 Feb 2025
ARIES: Stimulating Self-Refinement of Large Language Models by Iterative Preference Optimization Yongcheng Zeng Xinyu Cui Xuanfa Jin Guoqing Liu Zexu Sun ... Dong Li Ning Yang Jianye Hao H. Zhang J. Wang LRM LLMAG 74 1 0 08 Feb 2025
Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial? Wenzhe Li Yong Lin Mengzhou Xia Chi Jin MoE 64 2 0 02 Feb 2025
LiPO: Listwise Preference Optimization through Learning-to-Rank Tianqi Liu Zhen Qin Junru Wu Jiaming Shen Misha Khalman ... Mohammad Saleh Simon Baumgartner Jialu Liu Peter J. Liu Xuanhui Wang 130 47 0 28 Jan 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Y. Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 75 36 0 22 Jan 2025
REFA: Reference Free Alignment for multi-preference optimization Taneesh Gupta Rahul Madhavan Xuchao Zhang Chetan Bansal Saravan Rajmohan 76 1 0 20 Dec 2024
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation Bohan Lyu Yadi Cao Duncan Watson-Parris Leon Bergen Taylor Berg-Kirkpatrick Rose Yu 41 3 0 01 Nov 2024
Constraint Back-translation Improves Complex Instruction Following of Large Language Models Y. Qi Hao Peng X. Wang Bin Xu Lei Hou Juanzi Li 48 0 0 31 Oct 2024
$f$ -PO: Generalizing Preference Optimization with $f$ -divergence Minimization Jiaqi Han Mingjian Jiang Yuxuan Song J. Leskovec Stefano Ermon 37 3 0 29 Oct 2024
Weak-to-Strong Preference Optimization: Stealing Reward from Weak Aligned Model Wenhong Zhu Zhiwei He Xiaofeng Wang Pengfei Liu Rui Wang OSLM 42 3 0 24 Oct 2024
Cross-lingual Transfer of Reward Models in Multilingual Alignment Jiwoo Hong Noah Lee Rodrigo Martínez-Castaño César Rodríguez James Thorne 42 3 0 23 Oct 2024
Preference Diffusion for Recommendation Shuo Liu An Zhang Guoqing Hu Hong Qian Tat-Seng Chua 31 1 0 17 Oct 2024
CREAM: Consistency Regularized Self-Rewarding Language Models Z. Wang Weilei He Zhiyuan Liang Xuchao Zhang Chetan Bansal Ying Wei Weitong Zhang Huaxiu Yao ALM 90 7 0 16 Oct 2024
Simultaneous Reward Distillation and Preference Learning: Get You a Language Model Who Can Do Both Abhijnan Nath Changsoo Jung Ethan Seefried Nikhil Krishnaswamy 38 1 0 11 Oct 2024