Fine-tuning Language Models for Factuality

14 November 2023

Katherine Tian

Eric Mitchell

Huaxiu Yao

Christopher D. Manning

Papers citing "Fine-tuning Language Models for Factuality"

25 / 25 papers shown

Title
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
Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting Y. Hong Xiaofei Yin Xinzhong Wang Yi Tu Ya Guo Sufeng Duan Weiqiang Wang Lingyong Fang Depeng Wang Huijia Zhu CLL 82 0 0 27 Apr 2025
Self-Memory Alignment: Mitigating Factual Hallucinations with Generalized Improvement Siyuan Zhang Y. Zhang Yinpeng Dong Hang Su HILM KELM 86 0 0 26 Feb 2025
Beyond Translation: LLM-Based Data Generation for Multilingual Fact-Checking Yi-Ling Chung Aurora Cobo Pablo Serna SyDa HILM 58 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 93 5 0 21 Feb 2025
Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators Dingkang Yang Dongling Xiao Jinjie Wei Mingcheng Li Zhaoyu Chen Ke Li L. Zhang HILM 90 3 0 28 Jan 2025
Improving Model Factuality with Fine-grained Critique-based Evaluator Yiqing Xie Wenxuan Zhou Pradyot Prakash Di Jin Yuning Mao ... Sinong Wang Han Fang Carolyn Rose Daniel Fried Hejia Zhang HILM 30 5 0 24 Oct 2024
Mitigating Forgetting in LLM Supervised Fine-Tuning and Preference Learning H. Fernando Han Shen Parikshit Ram Yi Zhou Horst Samulowitz Nathalie Baracaldo Tianyi Chen CLL 50 2 0 20 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 49 1 0 11 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 49 1 0 02 Oct 2024
When Context Leads but Parametric Memory Follows in Large Language Models Yufei Tao Adam Hiatt Erik Haake Antonie J. Jetter Ameeta Agrawal KELM 25 0 0 13 Sep 2024
Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs Jannik Kossen Jiatong Han Muhammed Razzak Lisa Schut Shreshth A. Malik Yarin Gal HILM 41 33 0 22 Jun 2024
Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents Sneha Singhania Simon Razniewski G. Weikum RALM 34 1 0 04 May 2024
Can LLMs substitute SQL? Comparing Resource Utilization of Querying LLMs versus Traditional Relational Databases Xiang Zhang Khatoon Khedri Reza Rawassizadeh 22 2 0 12 Apr 2024
Verifiable by Design: Aligning Language Models to Quote from Pre-Training Data Jingyu Zhang Marc Marone Tianjian Li Benjamin Van Durme Daniel Khashabi 73 9 0 05 Apr 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 33 8 0 01 Apr 2024
GenAudit: Fixing Factual Errors in Language Model Outputs with Evidence Kundan Krishna S. Ramprasad Prakhar Gupta Byron C. Wallace Zachary Chase Lipton Jeffrey P. Bigham HILM KELM SyDa 41 8 0 19 Feb 2024
A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia Giovanni Monea Maxime Peyrard Martin Josifoski Vishrav Chaudhary Jason Eisner Emre Kiciman Hamid Palangi Barun Patra Robert West KELM 47 12 0 04 Dec 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan Ö. Arik Tomas Pfister HILM 15 25 0 16 Nov 2023
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification Haoqiang Kang Juntong Ni Huaxiu Yao HILM LRM 14 33 0 15 Nov 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 78 246 0 22 May 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 213 297 0 26 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 203 2,232 0 22 Mar 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 301 11,730 0 04 Mar 2022
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 170 144 0 30 Aug 2021