Teaching with Lies: Curriculum DPO on Synthetic Negatives for Hallucination Detection

23 May 2025

Papers citing "Teaching with Lies: Curriculum DPO on Synthetic Negatives for Hallucination Detection"

17 / 17 papers shown

Title
FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs Deema Alnuhait Neeraja Kirtane Muhammad Khalifa Hao Peng HILM LRM 67 3 0 03 Oct 2024
Lynx: An Open Source Hallucination Evaluation Model Selvan Sunitha Ravi B. Mielczarek Anand Kannappan Douwe Kiela Rebecca Qian VLM RALM HILM 77 19 0 11 Jul 2024
Using LLMs in Software Requirements Specifications: An Empirical Evaluation Madhava Krishna Bhagesh Gaur Arsh Verma Pankaj Jalote 37 21 0 27 Apr 2024
MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents Liyan Tang Philippe Laban Greg Durrett HILM SyDa 63 94 0 16 Apr 2024
Curry-DPO: Enhancing Alignment using Curriculum Learning & Ranked Preferences Pulkit Pattnaik Rishabh Maheshwary Kelechi Ogueji Vikas Yadav Sathwik Tejaswi Madhusudhan 56 21 0 12 Mar 2024
Large Language Models in Law: A Survey Jinqi Lai Wensheng Gan Jiayang Wu Zhenlian Qi Philip S. Yu ELM AILaw 93 83 0 26 Nov 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 353 3,935 0 29 May 2023
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 123 2,325 0 26 Dec 2022
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 263 148 0 18 Apr 2021
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization Esin Durmus He He Mona T. Diab HILM 83 393 0 07 May 2020
BLEURT: Learning Robust Metrics for Text Generation Thibault Sellam Dipanjan Das Ankur P. Parikh 92 1,496 0 09 Apr 2020
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 367 887 0 13 Sep 2019
Constrained Decoding for Neural NLG from Compositional Representations in Task-Oriented Dialogue Anusha Balakrishnan J. Rao Kartikeya Upasani Michael White R. Subba 123 83 0 17 Jun 2019
Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives Yi Tay Shuohang Wang Anh Tuan Luu Jie Fu Minh C. Phan Xingdi Yuan J. Rao S. Hui Aston Zhang 80 110 0 26 May 2019
Curriculum Learning for Domain Adaptation in Neural Machine Translation Xuan Zhang Pamela Shapiro Manish Kumar Paul McNamee Marine Carpuat Kevin Duh 61 124 0 14 May 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 307 5,801 0 21 Apr 2019
DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs Dheeru Dua Yizhong Wang Pradeep Dasigi Gabriel Stanovsky Sameer Singh Matt Gardner AIMat 93 950 0 01 Mar 2019