Title
Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models Yijia Shao Yucheng Jiang Theodore A. Kanell Peter Xu Omar Khattab Monica S. Lam LLMAG KELM 120 51 0 22 Feb 2024
RefuteBench: Evaluating Refuting Instruction-Following for Large Language Models Jianhao Yan Yun Luo Yue Zhang ALM LRM 105 10 0 21 Feb 2024
Factual consistency evaluation of summarization in the Era of large language models Zheheng Luo Qianqian Xie Sophia Ananiadou HILM 59 2 0 21 Feb 2024
Identifying Factual Inconsistencies in Summaries: Grounding Model Inference via Task Taxonomy Liyan Xu Zhenlin Su Mo Yu Jin Xu Jinho D. Choi Jie Zhou Fei Liu HILM 95 2 0 20 Feb 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 126 9 0 19 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs Jiejun Tan Zhicheng Dou Yutao Zhu Peidong Guo Kun Fang Ji-Rong Wen 129 30 0 19 Feb 2024
Ask Optimal Questions: Aligning Large Language Models with Retriever's Preference in Conversation Chanwoong Yoon Gangwoo Kim Byeongguk Jeon Sungdong Kim Yohan Jo Jaewoo Kang KELM RALM 137 14 0 19 Feb 2024
FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence Sebastian Antony Joseph Lily Chen Jan Trienes Hannah Louisa Göke Monika Coers Wei Xu Byron C. Wallace Junyi Jessy Li LM&MA HILM 77 11 0 18 Feb 2024
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models Yougang Lyu Lingyong Yan Shuaiqiang Wang Haibo Shi D. Yin Fajie Yuan Zhumin Chen Maarten de Rijke Zhaochun Ren 82 7 0 17 Feb 2024
GenRES: Rethinking Evaluation for Generative Relation Extraction in the Era of Large Language Models Pengcheng Jiang Jiacheng Lin Zifeng Wang Jimeng Sun Jiawei Han 64 6 0 16 Feb 2024
Retrieve Only When It Needs: Adaptive Retrieval Augmentation for Hallucination Mitigation in Large Language Models Hanxing Ding Liang Pang Zihao Wei Huawei Shen Xueqi Cheng HILM RALM 144 18 0 16 Feb 2024
Comparing Hallucination Detection Metrics for Multilingual Generation Haoqiang Kang Terra Blevins Luke Zettlemoyer HILM 102 20 0 16 Feb 2024
Measuring and Reducing LLM Hallucination without Gold-Standard Answers Jiaheng Wei Yuanshun Yao Jean-François Ton Hongyi Guo Andrew Estornell Yang Liu HILM 137 26 0 16 Feb 2024
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 219 50 0 15 Feb 2024
Do LLMs Know about Hallucination? An Empirical Investigation of LLM's Hidden States Hanyu Duan Yi Yang Kar Yan Tam HILM 82 38 0 15 Feb 2024
Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Lifeng Jin Linfeng Song Haitao Mi Helen Meng HILM 84 52 0 14 Feb 2024
Into the Unknown: Self-Learning Large Language Models Teddy Ferdinan Jan Kocoñ P. Kazienko 79 3 0 14 Feb 2024
InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment Jianing Wang Junda Wu Yupeng Hou Yao Liu Ming Gao Julian McAuley 96 35 0 13 Feb 2024
Towards Faithful and Robust LLM Specialists for Evidence-Based Question-Answering Tobias Schimanski Jingwei Ni Mathias Kraus Elliott Ash Markus Leippold 70 4 0 13 Feb 2024
Is it safe to cross? Interpretable Risk Assessment with GPT-4V for Safety-Aware Street Crossing Hochul Hwang Sunjae Kwon Yekyung Kim Donghyun Kim 67 13 0 09 Feb 2024
Calibrating Long-form Generations from Large Language Models Yukun Huang Yixin Liu Raghuveer Thirukovalluru Arman Cohan Bhuwan Dhingra 67 14 0 09 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 248 425 0 09 Feb 2024
Merging Facts, Crafting Fallacies: Evaluating the Contradictory Nature of Aggregated Factual Claims in Long-Form Generations Cheng-Han Chiang Hung-yi Lee HILM 92 9 0 08 Feb 2024
Training Language Models to Generate Text with Citations via Fine-grained Rewards Chengyu Huang Zeqiu Wu Yushi Hu Wenya Wang HILM LRM 136 30 0 06 Feb 2024
Factuality of Large Language Models in the Year 2024 Yuxia Wang Minghan Wang Muhammad Arslan Manzoor Fei Liu Georgi Georgiev Rocktim Jyoti Das Preslav Nakov LRM HILM 105 7 0 04 Feb 2024
How well do LLMs cite relevant medical references? An evaluation framework and analyses Kevin Wu Eric Wu Ally Cassasola Angela Zhang Kevin Wei Teresa Nguyen Sith Riantawan Patricia Shi Riantawan Daniel E. Ho James Zou LM&MA ELM AI4MH 89 32 0 03 Feb 2024
Rethinking the Role of Proxy Rewards in Language Model Alignment Sungdong Kim Minjoon Seo SyDa ALM 58 2 0 02 Feb 2024
A Survey on Hallucination in Large Vision-Language Models Hanchao Liu Wenyuan Xue Yifei Chen Dapeng Chen Xiutian Zhao Ke Wang Liping Hou Rong-Zhi Li Wei Peng LRM MLLM 85 137 0 01 Feb 2024
Corrective Retrieval Augmented Generation Shi-Qi Yan Jia-Chen Gu Yun Zhu Zhen-Hua Ling RALM 250 89 0 29 Jan 2024
PROXYQA: An Alternative Framework for Evaluating Long-Form Text Generation with Large Language Models Haochen Tan Zhijiang Guo Zhan Shi Lu Xu Zhili Liu ... Xiaoguang Li Yasheng Wang Lifeng Shang Qun Liu Linqi Song 101 16 0 26 Jan 2024
K-QA: A Real-World Medical Q&A Benchmark Itay Manes Naama Ronn David Cohen Ran Ilan Ber Zehavi Horowitz-Kugler Gabriel Stanovsky LM&MA HILM AI4MH 93 13 0 25 Jan 2024
Code Prompting Elicits Conditional Reasoning Abilities in Text+Code LLMs Haritz Puerto Martin Tutek Somak Aditya Xiaodan Zhu Iryna Gurevych ReCod ReLM LRM 110 15 0 18 Jan 2024
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture M. A. D. L. Balaguer Vinamra Benara Renato Luiz de Freitas Cunha Roberto de M. Estevao Filho Todd Hendry ... Morris Sharp B. Silva Swati Sharma Vijay Aski Ranveer Chandra FaML 117 92 0 16 Jan 2024
Leveraging Large Language Models for NLG Evaluation: Advances and Challenges Zhen Li Xiaohan Xu Tao Shen Can Xu Jia-Chen Gu Yuxuan Lai Chongyang Tao Shuai Ma LM&MA ELM 134 15 0 13 Jan 2024
Fine-grained Hallucination Detection and Editing for Language Models Abhika Mishra Akari Asai Vidhisha Balachandran Yizhong Wang Graham Neubig Yulia Tsvetkov Hannaneh Hajishirzi HILM 114 87 0 12 Jan 2024
EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction Siyu Yuan Kaitao Song Jiangjie Chen Xu Tan Yongliang Shen Ren Kan Dongsheng Li Deqing Yang LLMAG 97 68 0 11 Jan 2024
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems Tianyu Cui Yanling Wang Chuanpu Fu Yong Xiao Sijia Li ... Junwu Xiong Xinyu Kong ZuJie Wen Ke Xu Qi Li 165 64 0 11 Jan 2024
LightHouse: A Survey of AGI Hallucination Feng Wang LRM HILM VLM 99 3 0 08 Jan 2024
Large Language Models for Social Networks: Applications, Challenges, and Solutions Jingying Zeng Richard Huang Waleed Malik Langxuan Yin Bojan Babic Danny Shacham Xiao Yan Jaewon Yang Qi He 70 9 0 04 Jan 2024
Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models Matthew Dahl Varun Magesh Mirac Suzgun Daniel E. Ho HILM AILaw 126 86 0 02 Jan 2024
Do Androids Know They're Only Dreaming of Electric Sheep? Sky CH-Wang Benjamin Van Durme Jason Eisner Chris Kedzie HILM 96 35 0 28 Dec 2023
Alleviating Hallucinations of Large Language Models through Induced Hallucinations Yue Zhang Leyang Cui Wei Bi Shuming Shi HILM 108 57 0 25 Dec 2023
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines Arnav Singhvi Manish Shetty Shangyin Tan Christopher Potts Koushik Sen Matei A. Zaharia Omar Khattab 80 21 0 20 Dec 2023
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection Hao Sun Hengyi Cai Bo Wang Yingyan Hou Xiaochi Wei Shuaiqiang Wang Yan Zhang D. Yin 148 10 0 14 Dec 2023
Evaluating Large Language Models for Health-related Queries with Presuppositions Navreet Kaur Monojit Choudhury Danish Pruthi HILM ELM 72 4 0 14 Dec 2023
Alignment for Honesty Yuqing Yang Ethan Chern Xipeng Qiu Graham Neubig Pengfei Liu 87 35 0 12 Dec 2023
Dense X Retrieval: What Retrieval Granularity Should We Use? Tong Chen Hongwei Wang Sihao Chen Wenhao Yu Kaixin Ma Xinran Zhao Hongming Zhang Dong Yu 107 36 0 11 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 116 12 0 11 Dec 2023
ChatGPT's One-year Anniversary: Are Open-Source Large Language Models Catching up? Hailin Chen Fangkai Jiao Xingxuan Li Chengwei Qin Mathieu Ravaut Ruochen Zhao Caiming Xiong Shafiq Joty ELM CLL AI4MH LRM ALM 146 27 0 28 Nov 2023
RELIC: Investigating Large Language Model Responses using Self-Consistency Furui Cheng Vilém Zouhar Simran Arora Mrinmaya Sachan Hendrik Strobelt Mennatallah El-Assady HILM 76 22 0 28 Nov 2023