Title
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 318 0 0 18 Jan 2025
Enabling Scalable Evaluation of Bias Patterns in Medical LLMs Hamed Fayyaz Raphael Poulain Rahmatollah Beheshti 66 1 0 18 Oct 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability Zhongxiang Sun Xiaoxue Zang Kai Zheng Yang Song Jun Xu Xiao Zhang Weijie Yu Yang Song Han Li 86 11 0 15 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq Joty HILM 183 23 0 30 Sep 2024
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation Sewon Min Kalpesh Krishna Xinxi Lyu M. Lewis Wen-tau Yih Pang Wei Koh Mohit Iyyer Luke Zettlemoyer Hannaneh Hajishirzi HILM ALM 113 678 0 23 May 2023
Hallucinations in Large Multilingual Translation Models Nuno M. Guerreiro Duarte M. Alves Jonas Waldendorf Barry Haddow Alexandra Birch Pierre Colombo André F.T. Martins VLM HILM LRM 138 149 0 28 Mar 2023
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 210 154 0 30 Aug 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 361 10,226 0 17 Jun 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 224 3,371 0 18 Apr 2021
$$Q^{2}$: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering$ $Q^{2}$ : Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering Or Honovich Leshem Choshen Roee Aharoni Ella Neeman Idan Szpektor Omri Abend HILM 57 139 0 16 Apr 2021
Retrieval Augmentation Reduces Hallucination in Conversation Kurt Shuster Spencer Poff Moya Chen Douwe Kiela Jason Weston HILM 86 730 0 15 Apr 2021
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 108 1,003 0 31 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 498 24,351 0 26 Jul 2019
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 129 2,721 0 28 Nov 2016