Fine-Tuning Language Models from Human Preferences

18 September 2019

Papers citing "Fine-Tuning Language Models from Human Preferences"

50 / 331 papers shown

Title
Fast Text-to-Audio Generation with Adversarial Post-Training Zachary Novack Zach Evans Zack Zukowski Josiah Taylor CJ Carr ... Adnan Al-Sinan Gian Marco Iodice Julian McAuley Taylor Berg-Kirkpatrick Jordi Pons 30 0 0 13 May 2025
Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models Rei Higuchi Taiji Suzuki 31 0 0 12 May 2025
On the Robustness of Reward Models for Language Model Alignment Jiwoo Hong Noah Lee Eunki Kim Guijin Son Woojin Chung Aman Gupta Shao Tang James Thorne 29 0 0 12 May 2025
You Only Look One Step: Accelerating Backpropagation in Diffusion Sampling with Gradient Shortcuts Hongkun Dou Zeyu Li Xingyu Jiang H. Li Lijun Yang Wen Yao Yue Deng DiffM 38 0 0 12 May 2025
Evolutionary thoughts: integration of large language models and evolutionary algorithms Antonio Jimeno Yepes Pieter Barnard 31 0 0 09 May 2025
Red Teaming the Mind of the Machine: A Systematic Evaluation of Prompt Injection and Jailbreak Vulnerabilities in LLMs Chetan Pathade AAML SILM 59 0 0 07 May 2025
Policy-labeled Preference Learning: Is Preference Enough for RLHF? Taehyun Cho Seokhun Ju Seungyub Han Dohyeong Kim Kyungjae Lee Jungwoo Lee OffRL 29 0 0 06 May 2025
Geospatial Mechanistic Interpretability of Large Language Models Stef De Sabbata Stefano Mizzaro Kevin Roitero AI4CE 28 0 0 06 May 2025
RM-R1: Reward Modeling as Reasoning X. Chen Gaotang Li Z. Wang Bowen Jin Cheng Qian ... Y. Zhang D. Zhang Tong Zhang Hanghang Tong Heng Ji ReLM OffRL LRM 150 0 0 05 May 2025
FairPO: Robust Preference Optimization for Fair Multi-Label Learning Soumen Kumar Mondal Akshit Varmora Prateek Chanda Ganesh Ramakrishnan 32 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 72 1 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 39 0 0 05 May 2025
What do Language Model Probabilities Represent? From Distribution Estimation to Response Prediction Eitan Wagner Omri Abend 31 0 0 04 May 2025
Semantic Probabilistic Control of Language Models Kareem Ahmed Catarina G Belém Padhraic Smyth Sameer Singh 42 0 0 04 May 2025
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 52 0 0 02 May 2025
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets Mingqian He Fei Zhao Chonggang Lu Z. Liu Y. Wang Haofu Qian OffRL AI4TS VLM 72 0 0 28 Apr 2025
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets Adam Younsi Abdalgader Abubaker M. Seddik Hakim Hacid Salem Lahlou LRM 57 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 76 0 0 27 Apr 2025
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning Jiaqi Chen Bang Zhang Ruotian Ma Peisong Wang Xiaodan Liang Zhaopeng Tu X. Li Kwan-Yee Kenneth Wong LLMAG ReLM LRM 84 0 0 27 Apr 2025
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization Kesen Zhao B. Zhu Qianru Sun Hanwang Zhang MLLM LRM 86 0 0 25 Apr 2025
Mathematics of Continual Learning Liangzu Peng René Vidal CLL 68 0 0 24 Apr 2025
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo João Loula Benjamin LeBrun Li Du Ben Lipkin Clemente Pasti ... Ryan Cotterel Vikash K. Mansinghka Alexander K. Lew Tim Vieira Timothy J. O'Donnell 32 1 0 17 Apr 2025
Energy-Based Reward Models for Robust Language Model Alignment Anamika Lochab Ruqi Zhang 127 0 0 17 Apr 2025
SF2T: Self-supervised Fragment Finetuning of Video-LLMs for Fine-Grained Understanding Yangliu Hu Zikai Song Na Feng Yawei Luo Junqing Yu Yi-Ping Phoebe Chen Wei Yang 33 0 0 10 Apr 2025
Information-Theoretic Reward Decomposition for Generalizable RLHF Liyuan Mao Haoran Xu Amy Zhang Weinan Zhang Chenjia Bai 33 0 0 08 Apr 2025
Lightweight and Direct Document Relevance Optimization for Generative Information Retrieval Kidist Amde Mekonnen Yubao Tang Maarten de Rijke 60 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 23 1 0 03 Apr 2025
An Illusion of Progress? Assessing the Current State of Web Agents Tianci Xue Weijian Qi Tianneng Shi Chan Hee Song Boyu Gou D. Song Huan Sun Yu Su LLMAG ELM 94 4 1 02 Apr 2025
A Robust Model-Based Approach for Continuous-Time Policy Evaluation with Unknown Lévy Process Dynamics Qihao Ye Xiaochuan Tian Yuhua Zhu 36 1 0 02 Apr 2025
CONGRAD:Conflicting Gradient Filtering for Multilingual Preference Alignment Jiangnan Li Thuy-Trang Vu Christian Herold Amirhossein Tebbifakhr Shahram Khadivi Gholamreza Haffari 33 0 0 31 Mar 2025
Aligning Crowd-sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models M. Wong C. Tan ALM 83 4 0 19 Mar 2025
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs Nicolas Le Roux Marc G. Bellemare Jonathan Lebensold Arnaud Bergeron Joshua Greaves Alex Fréchette Carolyne Pelletier Eric Thibodeau-Laufer Sándor Toth Sam Work OffRL 89 2 0 18 Mar 2025
Implicit Bias-Like Patterns in Reasoning Models Messi H.J. Lee Calvin K Lai LRM 56 0 0 14 Mar 2025
Preference-Based Alignment of Discrete Diffusion Models Umberto Borso Davide Paglieri Jude Wells Tim Rocktaschel 57 1 0 11 Mar 2025
DiffPO: Diffusion-styled Preference Optimization for Efficient Inference-Time Alignment of Large Language Models Ruizhe Chen Wenhao Chai Zhifei Yang Xiaotian Zhang Joey Tianyi Zhou Tony Q. S. Quek Soujanya Poria Zuozhu Liu 50 0 0 06 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 69 0 0 28 Feb 2025
Societal Alignment Frameworks Can Improve LLM Alignment Karolina Stañczak Nicholas Meade Mehar Bhatia Hattie Zhou Konstantin Böttinger ... Timothy P. Lillicrap Ana Marasović Sylvie Delacroix Gillian K. Hadfield Siva Reddy 134 0 0 27 Feb 2025
MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning Jiazhen Pan Che Liu Junde Wu Fenglin Liu Jiayuan Zhu Hongwei Bran Li Chen Chen C. Ouyang Daniel Rueckert LRM LM&MA VLM 65 11 0 26 Feb 2025
Stackelberg Game Preference Optimization for Data-Efficient Alignment of Language Models Xu Chu Zhixin Zhang Tianyu Jia Yujie Jin 72 0 0 25 Feb 2025
DistRL: An Asynchronous Distributed Reinforcement Learning Framework for On-Device Control Agents Taiyi Wang Zhihao Wu Jianheng Liu Jianye Hao J. Wang Kun Shao OffRL 34 12 0 24 Feb 2025
Think Together and Work Better: Combining Humans' and LLMs' Think-Aloud Outcomes for Effective Text Evaluation SeongYeub Chu JongWoo Kim MunYong Yi 57 3 0 21 Feb 2025
Value-Incentivized Preference Optimization: A Unified Approach to Online and Offline RLHF Shicong Cen Jincheng Mei Katayoon Goshvadi Hanjun Dai Tong Yang Sherry Yang Dale Schuurmans Yuejie Chi Bo Dai OffRL 60 23 0 20 Feb 2025
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation Song Duong Florian Le Bronnec Alexandre Allauzen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari HILM 45 0 0 20 Feb 2025
Drift: Decoding-time Personalized Alignments with Implicit User Preferences Minbeom Kim Kang-il Lee Seongho Joo Hwaran Lee Thibaut Thonet Kyomin Jung AI4TS 110 1 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 49 0 0 18 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu X. Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 44 7 0 18 Feb 2025
A Critical Look At Tokenwise Reward-Guided Text Generation Ahmad Rashid Ruotian Wu Julia Grosse Agustinus Kristiadi Pascal Poupart OffRL 68 0 0 17 Feb 2025
A Self-Supervised Reinforcement Learning Approach for Fine-Tuning Large Language Models Using Cross-Attention Signals Andrew Kiruluta Andreas Lemos Priscilla Burity 47 1 0 14 Feb 2025
LowRA: Accurate and Efficient LoRA Fine-Tuning of LLMs under 2 Bits Zikai Zhou Qizheng Zhang Hermann Kumbong Kunle Olukotun MQ 221 0 0 12 Feb 2025
AI Alignment at Your Discretion Maarten Buyl Hadi Khalaf C. M. Verdun Lucas Monteiro Paes Caio Vieira Machado Flavio du Pin Calmon 42 0 0 10 Feb 2025