Fine-Tuning Language Models from Human Preferences

18 September 2019

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

50 / 355 papers shown

Title
RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation Songming Liu Lingxuan Wu Bangguo Li Hengkai Tan Huayu Chen Zhengyi Wang Ke Xu Hang Su Jun Zhu 34 77 0 10 Oct 2024
GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-time Alignment Yuancheng Xu Udari Madhushani Sehwag Alec Koppel Sicheng Zhu Bang An Furong Huang Sumitra Ganesh 57 6 0 10 Oct 2024
Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning Chongyu Fan Jiancheng Liu Licong Lin Jinghan Jia Ruiqi Zhang Song Mei Sijia Liu MU 43 16 0 09 Oct 2024
RL, but don't do anything I wouldn't do Michael K. Cohen Marcus Hutter Yoshua Bengio Stuart J. Russell OffRL 35 2 0 08 Oct 2024
TLDR: Token-Level Detective Reward Model for Large Vision Language Models Deqing Fu Tong Xiao Rui Wang Wang Zhu Pengchuan Zhang Guan Pang Robin Jia Lawrence Chen 62 5 0 07 Oct 2024
Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF Zhaolin Gao Wenhao Zhan Jonathan D. Chang Gokul Swamy Kianté Brantley Jason D. Lee Wen Sun OffRL 58 3 0 06 Oct 2024
RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization Hanyang Zhao Genta Indra Winata Anirban Das Shi-Xiong Zhang D. Yao Wenpin Tang Sambit Sahu 54 5 0 05 Oct 2024
System 2 Reasoning Capabilities Are Nigh Scott C. Lowe VLM LRM 48 0 0 04 Oct 2024
MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions Yekun Chai Haoran Sun Huang Fang Shuohuan Wang Yu Sun Hua-Hong Wu 153 1 0 03 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 154 1 0 02 Oct 2024
Moral Alignment for LLM Agents Elizaveta Tennant Stephen Hailes Mirco Musolesi 45 1 0 02 Oct 2024
PersonalLLM: Tailoring LLMs to Individual Preferences Thomas P. Zollo Andrew Siah Naimeng Ye Ang Li Hongseok Namkoong 46 10 0 30 Sep 2024
The Crucial Role of Samplers in Online Direct Preference Optimization Ruizhe Shi Runlong Zhou Simon S. Du 58 8 0 29 Sep 2024
SECURE: Semantics-aware Embodied Conversation under Unawareness for Lifelong Robot Learning Rimvydas Rubavicius Peter David Fagan A. Lascarides Subramanian Ramamoorthy LM&Ro 142 0 0 26 Sep 2024
Zeroth-Order Policy Gradient for Reinforcement Learning from Human Feedback without Reward Inference Qining Zhang Lei Ying OffRL 37 2 0 25 Sep 2024
Uncovering Latent Chain of Thought Vectors in Language Models Jason Zhang Scott Viteri LLMSV LRM 44 1 0 21 Sep 2024
RRM: Robust Reward Model Training Mitigates Reward Hacking Tianqi Liu Wei Xiong Jie Jessie Ren Lichang Chen Junru Wu ... Yuan Liu Bilal Piot Abe Ittycheriah Aviral Kumar Mohammad Saleh AAML 56 13 0 20 Sep 2024
Aligning Language Models Using Follow-up Likelihood as Reward Signal Chen Zhang Dading Chong Feng Jiang Chengguang Tang Anningzhe Gao Guohua Tang Haizhou Li ALM 33 2 0 20 Sep 2024
From Lists to Emojis: How Format Bias Affects Model Alignment Xuanchang Zhang Wei Xiong Lichang Chen Dinesh Manocha Heng Huang Tong Zhang ALM 35 11 0 18 Sep 2024
Your Weak LLM is Secretly a Strong Teacher for Alignment Leitian Tao Yixuan Li 88 5 0 13 Sep 2024
Intermediate direct preference optimization Atsushi Kojima 26 0 0 06 Aug 2024
Empathy Level Alignment via Reinforcement Learning for Empathetic Response Generation Hui Ma Bo Zhang Bo Xu Jian Wang Hongfei Lin Xiao Sun 57 1 0 06 Aug 2024
Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge Tianhao Wu Weizhe Yuan O. Yu. Golovneva Jing Xu Yuandong Tian Jiantao Jiao Jason Weston Sainbayar Sukhbaatar ALM KELM LRM 58 72 0 28 Jul 2024
Catastrophic Goodhart: regularizing RLHF with KL divergence does not mitigate heavy-tailed reward misspecification Thomas Kwa Drake Thomas Adrià Garriga-Alonso 29 1 0 19 Jul 2024
Aligning Target-Aware Molecule Diffusion Models with Exact Energy Optimization Siyi Gu Minkai Xu Alexander Powers Weili Nie Tomas Geffner Karsten Kreis J. Leskovec Arash Vahdat Stefano Ermon 48 7 0 01 Jul 2024
Large Language Models Are Involuntary Truth-Tellers: Exploiting Fallacy Failure for Jailbreak Attacks Yue Zhou Henry Peng Zou Barbara Maria Di Eugenio Yang Zhang HILM LRM 52 1 0 01 Jul 2024
Residual-MPPI: Online Policy Customization for Continuous Control Pengcheng Wang Chenran Li Catherine Weaver Kenta Kawamoto Masayoshi Tomizuka Chen Tang Wei Zhan OffRL 37 3 0 01 Jul 2024
Information-Theoretic Foundations for Neural Scaling Laws Hong Jun Jeon Benjamin Van Roy 29 1 0 28 Jun 2024
WARP: On the Benefits of Weight Averaged Rewarded Policies Alexandre Ramé Johan Ferret Nino Vieillard Robert Dadashi Léonard Hussenot Pierre-Louis Cedoz Pier Giuseppe Sessa Sertan Girgin Arthur Douillard Olivier Bachem 62 14 0 24 Jun 2024
Does Cross-Cultural Alignment Change the Commonsense Morality of Language Models? Yuu Jinnai 49 1 0 24 Jun 2024
PORT: Preference Optimization on Reasoning Traces Salem Lahlou Abdalgader Abubaker Hakim Hacid LRM 41 1 0 23 Jun 2024
SAIL: Self-Improving Efficient Online Alignment of Large Language Models Mucong Ding Souradip Chakraborty Vibhu Agrawal Zora Che Alec Koppel Mengdi Wang Amrit Singh Bedi Furong Huang 47 10 0 21 Jun 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 85 24 0 17 Jun 2024
Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning Jifan Zhang Lalit P. Jain Yang Guo Jiayi Chen Kuan Lok Zhou ... Scott Sievert Timothy T. Rogers Kevin Jamieson Robert Mankoff Robert Nowak 39 5 0 15 Jun 2024
Regularizing Hidden States Enables Learning Generalizable Reward Model for LLMs Rui Yang Ruomeng Ding Yong Lin Huan Zhang Tong Zhang 44 43 0 14 Jun 2024
Understanding Jailbreak Success: A Study of Latent Space Dynamics in Large Language Models Sarah Ball Frauke Kreuter Nina Rimsky 40 13 0 13 Jun 2024
It Takes Two: On the Seamlessness between Reward and Policy Model in RLHF Taiming Lu Lingfeng Shen Xinyu Yang Weiting Tan Beidi Chen Huaxiu Yao 61 2 0 12 Jun 2024
Reinforcement Learning from Human Feedback without Reward Inference: Model-Free Algorithm and Instance-Dependent Analysis Qining Zhang Honghao Wei Lei Ying OffRL 67 1 0 11 Jun 2024
Multi-objective Reinforcement learning from AI Feedback Marcus Williams 46 1 0 11 Jun 2024
Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees Sijia Chen Yibo Wang Yi-Feng Wu Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Lijun Zhang LLMAG LRM 50 10 0 11 Jun 2024
3D-Properties: Identifying Challenges in DPO and Charting a Path Forward Yuzi Yan Yibo Miao J. Li Yipin Zhang Jian Xie Zhijie Deng Dong Yan 57 11 0 11 Jun 2024
Margin-aware Preference Optimization for Aligning Diffusion Models without Reference Jiwoo Hong Sayak Paul Noah Lee Kashif Rasul James Thorne Jongheon Jeong 43 13 0 10 Jun 2024
Boosting Robustness in Preference-Based Reinforcement Learning with Dynamic Sparsity Calarina Muslimani Bram Grooten Deepak Ranganatha Sastry Mamillapalli Mykola Pechenizkiy D. Mocanu M. E. Taylor 54 0 0 10 Jun 2024
CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning Yibo Yang Xiaojie Li Zhongzhu Zhou Shuaiwen Leon Song Jianlong Wu Liqiang Nie Guohao Li 45 6 0 07 Jun 2024
Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMs Shang Zhou Feng Yao Chengyu Dong Zihan Wang Jingbo Shang 45 1 0 06 Jun 2024
Open-Endedness is Essential for Artificial Superhuman Intelligence Edward Hughes Michael Dennis Jack Parker-Holder Feryal M. P. Behbahani Aditi Mavalankar Yuge Shi Tom Schaul Tim Rocktaschel LRM 37 21 0 06 Jun 2024
Aligning Agents like Large Language Models Adam Jelley Yuhan Cao Dave Bignell Sam Devlin Tabish Rashid LM&Ro 44 1 0 06 Jun 2024
Efficient Knowledge Infusion via KG-LLM Alignment Zhouyu Jiang Ling Zhong Mengshu Sun Jun Xu Rui Sun Hui Cai Shuhan Luo Qing Cui 42 9 0 06 Jun 2024
HYDRA: Model Factorization Framework for Black-Box LLM Personalization Yuchen Zhuang Haotian Sun Yue Yu Rushi Qiang Qifan Wang Chao Zhang Bo Dai AAML 51 15 0 05 Jun 2024
TS-Align: A Teacher-Student Collaborative Framework for Scalable Iterative Finetuning of Large Language Models Chen Zhang Chengguang Tang Dading Chong Ke Shi Guohua Tang Feng Jiang Haizhou Li 35 4 0 30 May 2024