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Fine-Tuning Language Models from Human Preferences

18 September 2019

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

50 / 1,265 papers shown

Title
Aligning Crowd Feedback via Distributional Preference Reward Modeling Dexun Li Cong Zhang Kuicai Dong Derrick-Goh-Xin Deik Ruiming Tang Yong Liu 97 17 0 15 Feb 2024
InfoRM: Mitigating Reward Hacking in RLHF via Information-Theoretic Reward Modeling Yuchun Miao Sen Zhang Liang Ding Rong Bao Lefei Zhang Dacheng Tao 96 21 0 14 Feb 2024
MaxMin-RLHF: Towards Equitable Alignment of Large Language Models with Diverse Human Preferences Souradip Chakraborty Jiahao Qiu Hui Yuan Alec Koppel Furong Huang Dinesh Manocha Amrit Singh Bedi Mengdi Wang ALM 98 60 0 14 Feb 2024
Reinforcement Learning from Human Feedback with Active Queries Kaixuan Ji Jiafan He Quanquan Gu 102 19 0 14 Feb 2024
GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements Alex Havrilla Sharath Raparthy Christoforus Nalmpantis Jane Dwivedi-Yu Maksym Zhuravinskyi Eric Hambro Roberta Railneau ReLM LRM 92 65 0 13 Feb 2024
Measuring and Controlling Instruction (In)Stability in Language Model Dialogs Kenneth Li Tianle Liu Naomi Bashkansky David Bau Fernanda Viégas Hanspeter Pfister Martin Wattenberg 96 12 0 13 Feb 2024
PRDP: Proximal Reward Difference Prediction for Large-Scale Reward Finetuning of Diffusion Models Fei Deng Qifei Wang Wei Wei Matthias Grundmann Tingbo Hou EGVM 84 21 0 13 Feb 2024
A Dense Reward View on Aligning Text-to-Image Diffusion with Preference Shentao Yang Tianqi Chen Mingyuan Zhou EGVM 126 30 0 13 Feb 2024
Active Preference Learning for Large Language Models William Muldrew Peter Hayes Mingtian Zhang David Barber 86 24 0 12 Feb 2024
Large Language Models as Agents in Two-Player Games Yang Liu Peng Sun Hang Li LLMAG 73 4 0 12 Feb 2024
Refined Direct Preference Optimization with Synthetic Data for Behavioral Alignment of LLMs Víctor Gallego SyDa 55 7 0 12 Feb 2024
Policy Improvement using Language Feedback Models Victor Zhong Dipendra Kumar Misra Xingdi Yuan Marc-Alexandre Côté 84 11 0 12 Feb 2024
AI-Augmented Predictions: LLM Assistants Improve Human Forecasting Accuracy P. Schoenegger Peter S. Park Ezra Karger P. Tetlock 106 18 0 12 Feb 2024
Mercury: A Code Efficiency Benchmark for Code Large Language Models Mingzhe Du Anh Tuan Luu Bin Ji Qian Liu See-Kiong Ng ALM ELM OffRL 91 13 0 12 Feb 2024
Differentially Private Zeroth-Order Methods for Scalable Large Language Model Finetuning Zhicheng Liu Jian Lou Wenxuan Bao Yihan Hu Baochun Li Zhan Qin K. Ren 122 10 0 12 Feb 2024
Show Me How It's Done: The Role of Explanations in Fine-Tuning Language Models Mohamad Ballout U. Krumnack Gunther Heidemann Kai-Uwe Kuehnberger LRM 98 4 0 12 Feb 2024
ODIN: Disentangled Reward Mitigates Hacking in RLHF Lichang Chen Chen Zhu Davit Soselia Jiuhai Chen Dinesh Manocha Tom Goldstein Heng-Chiao Huang Mohammad Shoeybi Bryan Catanzaro AAML 116 66 0 11 Feb 2024
Online Iterative Reinforcement Learning from Human Feedback with General Preference Model Chen Ye Wei Xiong Yuheng Zhang Nan Jiang Tong Zhang OffRL 85 15 0 11 Feb 2024
LiFi: Lightweight Controlled Text Generation with Fine-Grained Control Codes Chufan Shi Deng Cai Yujiu Yang 160 3 0 10 Feb 2024
Corruption Robust Offline Reinforcement Learning with Human Feedback Debmalya Mandal Andi Nika Parameswaran Kamalaruban Adish Singla Goran Radanović OffRL 93 11 0 09 Feb 2024
V-STaR: Training Verifiers for Self-Taught Reasoners Arian Hosseini Xingdi Yuan Nikolay Malkin Rameswar Panda Alessandro Sordoni Rishabh Agarwal ReLM LRM 112 137 0 09 Feb 2024
Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement Muning Wen Junwei Liao Cheng Deng Jun Wang Weinan Zhang Ying Wen 75 3 0 09 Feb 2024
Noise Contrastive Alignment of Language Models with Explicit Rewards Huayu Chen Guande He Lifan Yuan Ganqu Cui Hang Su Jun Zhu 110 56 0 08 Feb 2024
Implicit Diffusion: Efficient Optimization through Stochastic Sampling Pierre Marion Anna Korba Peter Bartlett Mathieu Blondel Valentin De Bortoli Arnaud Doucet Felipe Llinares-López Courtney Paquette Quentin Berthet 154 15 0 08 Feb 2024
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications Boyi Wei Kaixuan Huang Yangsibo Huang Tinghao Xie Xiangyu Qi Mengzhou Xia Prateek Mittal Mengdi Wang Peter Henderson AAML 151 118 0 07 Feb 2024
Pedagogical Alignment of Large Language Models Shashank Sonkar Kangqi Ni Sapana Chaudhary Richard G. Baraniuk AI4Ed 44 9 0 07 Feb 2024
Direct Language Model Alignment from Online AI Feedback Shangmin Guo Biao Zhang Tianlin Liu Tianqi Liu Misha Khalman ... Thomas Mesnard Yao-Min Zhao Bilal Piot Johan Ferret Mathieu Blondel ALM 105 160 0 07 Feb 2024
MusicRL: Aligning Music Generation to Human Preferences Geoffrey Cideron Sertan Girgin Mauro Verzetti Damien Vincent Matej Kastelic ... Olivier Pietquin Matthieu Geist Léonard Hussenot Neil Zeghidour A. Agostinelli 84 22 0 06 Feb 2024
Harnessing the Plug-and-Play Controller by Prompting Hao Wang Lei Sha 66 4 0 06 Feb 2024
Personalized Language Modeling from Personalized Human Feedback Xinyu Li Zachary C. Lipton Liu Leqi ALM 132 59 0 06 Feb 2024
Psychological Assessments with Large Language Models: A Privacy-Focused and Cost-Effective Approach Sergi Blanco-Cuaresma 55 1 0 05 Feb 2024
MobilityGPT: Enhanced Human Mobility Modeling with a GPT model Ammar Haydari Dongjie Chen Zhengfeng Lai Michael Zhang Chen-Nee Chuah 145 10 0 05 Feb 2024
Best Practices for Text Annotation with Large Language Models Petter Törnberg 103 22 0 05 Feb 2024
Preference-Conditioned Language-Guided Abstraction Andi Peng Andreea Bobu Belinda Z. Li T. Sumers Ilia Sucholutsky Nishanth Kumar Thomas Griffiths Julie A. Shah 75 13 0 05 Feb 2024
Decoding-time Realignment of Language Models Tianlin Liu Shangmin Guo Leonardo Bianco Daniele Calandriello Quentin Berthet Felipe Llinares-López Jessica Hoffmann Lucas Dixon Michal Valko Mathieu Blondel AI4CE 119 46 0 05 Feb 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 66 4 0 04 Feb 2024
Aligner: Efficient Alignment by Learning to Correct Jiaming Ji Boyuan Chen Hantao Lou Chongye Guo Borong Zhang Xuehai Pan Juntao Dai Tianyi Qiu Yaodong Yang 148 40 0 04 Feb 2024
Jailbreaking Attack against Multimodal Large Language Model Zhenxing Niu Haoxuan Ji Xinbo Gao Gang Hua Rong Jin 97 76 0 04 Feb 2024
Rethinking the Role of Proxy Rewards in Language Model Alignment Sungdong Kim Minjoon Seo SyDa ALM 58 2 0 02 Feb 2024
KTO: Model Alignment as Prospect Theoretic Optimization Kawin Ethayarajh Winnie Xu Niklas Muennighoff Dan Jurafsky Douwe Kiela 306 570 0 02 Feb 2024
Efficient Prompt Caching via Embedding Similarity Hanlin Zhu Banghua Zhu Jiantao Jiao RALM 86 9 0 02 Feb 2024
DTS-SQL: Decomposed Text-to-SQL with Small Large Language Models Mohammadreza Pourreza Davood Rafiei 75 30 0 02 Feb 2024
Towards Efficient Exact Optimization of Language Model Alignment Haozhe Ji Cheng Lu Yilin Niu Pei Ke Hongning Wang Jun Zhu Jie Tang Minlie Huang 97 20 0 01 Feb 2024
Transforming and Combining Rewards for Aligning Large Language Models Zihao Wang Chirag Nagpal Jonathan Berant Jacob Eisenstein Alex DÁmour Oluwasanmi Koyejo Victor Veitch 86 16 0 01 Feb 2024
Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks Andy Zhou Bo Li Haohan Wang AAML 132 88 0 30 Jan 2024
Security and Privacy Challenges of Large Language Models: A Survey B. Das M. H. Amini Yanzhao Wu PILM ELM 130 145 0 30 Jan 2024
Iterative Data Smoothing: Mitigating Reward Overfitting and Overoptimization in RLHF Banghua Zhu Michael I. Jordan Jiantao Jiao 84 33 0 29 Jan 2024
KAUCUS: Knowledge Augmented User Simulators for Training Language Model Assistants Kaustubh D. Dhole 77 3 0 29 Jan 2024
Design Principles for Generative AI Applications Justin D. Weisz Jessica He Michael J. Muller Gabriela Hoefer Rachel Miles Werner Geyer AI4CE 92 143 0 25 Jan 2024
DsDm: Model-Aware Dataset Selection with Datamodels Logan Engstrom Axel Feldmann Aleksander Madry OODD 110 61 0 23 Jan 2024