Title
Temporally Consistent Factuality Probing for Large Language Models Ashutosh Bajpai Aaryan Goyal Atif Anwer Tanmoy Chakraborty HILM 32 1 0 21 Sep 2024
CodeGraph: Enhancing Graph Reasoning of LLMs with Code Qiaolong Cai Zhaowei Wang Shizhe Diao James Kwok Yangqiu Song LRM 51 2 0 25 Aug 2024
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models Duy Khoa Pham Bao Quoc Vo LM&MA HILM 31 4 0 25 Aug 2024
Analysis of Plan-based Retrieval for Grounded Text Generation Ameya Godbole Nicholas Monath Seungyeon Kim A. S. Rawat Andrew McCallum Manzil Zaheer RALM 48 2 0 20 Aug 2024
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs Weijian Xie Xuefeng Liang Yuhui Liu Kaihua Ni Hong Cheng Zetian Hu 3DV RALM 59 3 0 14 Aug 2024
A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning Ye Yuan Chengwu Liu Jingyang Yuan Gongbo Sun Siqi Li Ming Zhang LRM 47 5 0 09 Aug 2024
Prompting Medical Large Vision-Language Models to Diagnose Pathologies by Visual Question Answering Danfeng Guo Sumitaka Honji LRM 82 0 0 31 Jul 2024
Retrieval-Augmented Generation for Natural Language Processing: A Survey Shangyu Wu Ying Xiong Yufei Cui Haolun Wu Can Chen ... Lianming Huang Xue Liu Tei-Wei Kuo Nan Guan Chun Jason Xue 3DV RALM 40 26 0 18 Jul 2024
Establishing Knowledge Preference in Language Models Sizhe Zhou Sha Li Yu Meng Yizhu Jiao Heng Ji Jiawei Han KELM 85 0 0 17 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 56 7 0 17 Jul 2024
Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons Learned (Survey) K. Kenthapadi M. Sameki Ankur Taly HILM ELM AILaw 39 12 0 10 Jul 2024
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions Yanxu Zhu Jinlin Xiao Yuhang Wang Jitao Sang HILM 36 4 0 08 Jul 2024
UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs' Memorization Md Nayem Uddin Amir Saeidi Divij Handa Agastya Seth Tran Cao Son Eduardo Blanco Steven Corman Chitta Baral 57 1 0 03 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang Dawei Yin Sumi Helal 53 29 0 28 Jun 2024
VERISCORE: Evaluating the factuality of verifiable claims in long-form text generation Yixiao Song Yekyung Kim Mohit Iyyer HILM 40 26 0 27 Jun 2024
OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer Lu Zhang Tiancheng Zhao Heting Ying Yibo Ma Kyusong Lee LLMAG 38 9 0 24 Jun 2024
LangSuitE: Planning, Controlling and Interacting with Large Language Models in Embodied Text Environments Zixia Jia Mengmeng Wang Baichen Tong Song-Chun Zhu Zilong Zheng LM&Ro LLMAG 47 4 0 24 Jun 2024
Selected Languages are All You Need for Cross-lingual Truthfulness Transfer Weihao Liu Ning Wu Wenbiao Ding Shining Liang Ming Gong Dongmei Zhang HILM 37 0 0 20 Jun 2024
Towards Robust Evaluation: A Comprehensive Taxonomy of Datasets and Metrics for Open Domain Question Answering in the Era of Large Language Models Akchay Srivastava Atif Memon ELM 48 1 0 19 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 69 12 0 19 Jun 2024
Unified Active Retrieval for Retrieval Augmented Generation Qinyuan Cheng Xiaonan Li Shimin Li Qin Zhu Zhangyue Yin Yunfan Shao Linyang Li Tianxiang Sun Hang Yan Xipeng Qiu 38 0 0 18 Jun 2024
Language Modeling with Editable External Knowledge Belinda Z. Li Emmy Liu Alexis Ross Abbas Zeitoun Graham Neubig Jacob Andreas KELM 32 4 0 17 Jun 2024
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning Jiaqi Li Yixuan Tang Yi Yang 46 5 0 14 Jun 2024
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Yipeng Zhang Haitao Mi Helen Meng CLL KELM 81 5 0 10 Jun 2024
SUMIE: A Synthetic Benchmark for Incremental Entity Summarization Eunjeong Hwang Yichao Zhou Beliz Gunel James Bradley Wendt Sandeep Tata RALM 21 3 0 07 Jun 2024
Measuring Retrieval Complexity in Question Answering Systems Matteo Gabburo Nicolaas Paul Jedema Siddhant Garg Leonardo F. R. Ribeiro Alessandro Moschitti 47 0 0 05 Jun 2024
Ranking Manipulation for Conversational Search Engines Samuel Pfrommer Yatong Bai Tanmay Gautam Somayeh Sojoudi SILM 47 4 0 05 Jun 2024
HelloFresh: LLM Evaluations on Streams of Real-World Human Editorial Actions across X Community Notes and Wikipedia edits Tim Franzmeyer Aleksandar Shtedritski Samuel Albanie Philip Torr João F. Henriques Jakob N. Foerster 35 1 0 05 Jun 2024
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework Xiaoxi Sun Jinpeng Li Yan Zhong Dongyan Zhao Rui Yan LLMAG HILM 29 5 0 05 Jun 2024
Luna: An Evaluation Foundation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost Masha Belyi Robert Friel Shuai Shao Atindriyo Sanyal HILM RALM 64 5 0 03 Jun 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models Mingda Li Xinyu Li Yifan Chen Wenfeng Xuan Weinan Zhang RALM 31 2 0 31 May 2024
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control Huanshuo Liu Hao Zhang Zhijiang Guo Kuicai Dong Xiangyang Li Yi Quan Lee Cong Zhang Yong-jin Liu 3DV 41 6 0 29 May 2024
Tool Learning with Large Language Models: A Survey Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen LLMAG 34 83 0 28 May 2024
Towards Completeness-Oriented Tool Retrieval for Large Language Models Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen KELM 31 7 0 25 May 2024
Certifiably Robust RAG against Retrieval Corruption Chong Xiang Tong Wu Zexuan Zhong David Wagner Danqi Chen Prateek Mittal SILM 33 42 0 24 May 2024
RaFe: Ranking Feedback Improves Query Rewriting for RAG Shengyu Mao Yong-jia Jiang Boli Chen Xiao Li Peng Wang Xinyu Wang Pengjun Xie Fei Huang Huajun Chen Ningyu Zhang RALM 34 19 0 23 May 2024
OpenFactCheck: A Unified Framework for Factuality Evaluation of LLMs Yuxia Wang Minghan Wang Hasan Iqbal Georgi Georgiev Jiahui Geng Preslav Nakov HILM 36 13 0 09 May 2024
Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization Hamed Zamani Michael Bendersky 57 23 0 05 May 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models Alireza Salemi Hamed Zamani 38 4 0 30 Apr 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 69 8 0 25 Apr 2024
Studying Large Language Model Behaviors Under Realistic Knowledge Conflicts Evgenii Kortukov Alexander Rubinstein Elisa Nguyen Seong Joon Oh RALM 441 5 2 24 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 84 46 0 23 Apr 2024
RAM: Towards an Ever-Improving Memory System by Learning from Communications Jiaqi Li Xiaobo Wang Wentao Ding Zihao Wang Yipeng Kang Zixia Jia Zilong Zheng 56 2 0 18 Apr 2024
Can We Catch the Elephant? A Survey of the Evolvement of Hallucination Evaluation on Natural Language Generation Siya Qi Yulan He Zheng Yuan LRM HILM 46 1 0 18 Apr 2024
RAR-b: Reasoning as Retrieval Benchmark Chenghao Xiao G. Thomas Al Moubayed LRM RALM 36 8 0 09 Apr 2024
Towards Better Generalization in Open-Domain Question Answering by Mitigating Context Memorization Zixuan Zhang R. Reddy Kevin Small Tong Zhang Heng Ji 40 1 0 02 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 45 8 0 01 Apr 2024
RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation Chi-Min Chan Chunpu Xu Ruibin Yuan Hongyin Luo Wei Xue Yi-Ting Guo Jie Fu RALM 26 60 0 31 Mar 2024
FACTOID: FACtual enTailment fOr hallucInation Detection Vipula Rawte S. M. Towhidul Krishnav Rajbangshi Shravani Nag Aman Chadha Amit P. Sheth Amitava Das HILM 45 3 0 28 Mar 2024
Robust and Scalable Model Editing for Large Language Models Yingfa Chen Zhengyan Zhang Xu Han Chaojun Xiao Zhiyuan Liu Chen Chen Kuai Li Tao Yang Maosong Sun KELM 34 2 0 26 Mar 2024