On Faithfulness and Factuality in Abstractive Summarization

2 May 2020

Papers citing "On Faithfulness and Factuality in Abstractive Summarization"

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Title
Interpretable Zero-shot Learning with Infinite Class Concepts Zihan Ye Shreyank N Gowda Shiming Chen Yaochu Jin Kaizhu Huang Xiaobo Jin VLM 35 0 0 06 May 2025
Artificial Intelligence in Government: Why People Feel They Lose Control Alexander Wuttke Adrian Rauchfleisch Andreas Jungherr 23 0 0 02 May 2025
Multi-agents based User Values Mining for Recommendation L. Chen Wei Yuan Tong Chen Xiangyu Zhao Nguyen Quoc Viet Hung Hongzhi Yin OffRL 44 0 0 02 May 2025
Information Retrieval in the Age of Generative AI: The RGB Model M. Garetto Alessandro Cornacchia Franco Galante Emilio Leonardi A. Nordio A. Tarable 80 0 0 29 Apr 2025
Towards Long Context Hallucination Detection Siyi Liu Kishaloy Halder Zheng Qi Wei Xiao Nikolaos Pappas Phu Mon Htut Neha Anna John Yassine Benajiba Dan Roth HILM 73 0 0 28 Apr 2025
Random-Set Large Language Models Muhammad Mubashar Shireen Kudukkil Manchingal Fabio Cuzzolin 61 0 0 25 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization Bojana Ranković P. Schwaller BDL 104 0 0 08 Apr 2025
Summarization Metrics for Spanish and Basque: Do Automatic Scores and LLM-Judges Correlate with Humans? Jeremy Barnes Naiara Perez Alba Bonet-Jover Begoña Altuna 54 1 0 21 Mar 2025
HuAMR: A Hungarian AMR Parser and Dataset Botond Barta Endre Hamerlik Milán Konor Nyist Judit Ács 36 0 0 27 Feb 2025
FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA S M Sarwar 66 1 0 25 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 149 1 0 18 Feb 2025
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasks Jing Yang Max Glockner Anderson de Rezende Rocha Iryna Gurevych LRM 62 1 0 07 Feb 2025
Learning to Summarize from LLM-generated Feedback Hwanjun Song Taewon Yun Yuho Lee Jihwan Oh Gihun Lee Jason (Jinglun) Cai Hang Su 73 2 0 28 Jan 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 0 03 Jan 2025
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang OSLM LRM 103 406 0 03 Jan 2025
DEFAME: Dynamic Evidence-based FAct-checking with Multimodal Experts Tobias Braun Mark Rothermel Marcus Rohrbach Anna Rohrbach 83 1 0 13 Dec 2024
MEG: Medical Knowledge-Augmented Large Language Models for Question Answering Laura Cabello Carmen Martin-Turrero Uchenna Akujuobi Anders Søgaard Carlos Bobed AI4MH 86 1 0 06 Nov 2024
Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors Yuefeng Peng Junda Wang Hong-ye Yu Amir Houmansadr SILM 50 2 0 03 Nov 2024
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 33 5 0 24 Oct 2024
Opportunities and Challenges of Generative-AI in Finance Akshar Prabhu Desai Ganesh Satish Mallya Mohammad Luqman Tejasvi Ravi Nithya Kota Pranjul Yadav AIFin 31 2 0 21 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 17 3 0 19 Oct 2024
Agent-Oriented Planning in Multi-Agent Systems Ao Li Yuexiang Xie Songze Li Fugee Tsung Bolin Ding Yaliang Li AIFin 69 6 0 03 Oct 2024
The Midas Touch: Triggering the Capability of LLMs for RM-API Misuse Detection Yi Yang Jinghua Liu Kai Chen Miaoqian Lin 23 0 0 14 Sep 2024
Cost-Effective Hallucination Detection for LLMs Simon Valentin Jinmiao Fu Gianluca Detommaso Shaoyuan Xu Giovanni Zappella Bryan Wang HILM 33 4 0 31 Jul 2024
FineSurE: Fine-grained Summarization Evaluation using LLMs Hwanjun Song Hang Su Igor Shalyminov Jason (Jinglun) Cai Saab Mansour HILM 26 29 0 01 Jul 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 46 33 0 22 Jun 2024
Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding Shenghuan Sun Gregory M. Goldgof Alexander Schubert Zhiqing Sun Thomas Hartvigsen A. Butte Ahmed Alaa LM&MA 27 4 0 29 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review Jie Zhang Haoyu Bu Hui Wen Yu Chen Lun Li Hongsong Zhu 26 36 0 06 May 2024
Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings Olivia Wiles Chuhan Zhang Isabela Albuquerque Ivana Kajić Su Wang ... Jordi Pont-Tuset Aida Nematzadeh Anant Nawalgaria Jordi Pont-Tuset Aida Nematzadeh EGVM 120 13 0 25 Apr 2024
MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory Ali Modarressi Abdullatif Köksal Ayyoob Imani Mohsen Fayyaz Hinrich Schütze KELM 99 9 0 17 Apr 2024
Software Engineering Methods For AI-Driven Deductive Legal Reasoning Rohan Padhye AILaw ELM 22 5 0 15 Apr 2024
Exploring and Evaluating Hallucinations in LLM-Powered Code Generation Fang Liu Yang Liu Lin Shi Houkun Huang Ruifeng Wang Zhen Yang Li Zhang Zhongqi Li Yuchi Ma 46 107 0 01 Apr 2024
German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset Laura Mascarell Ribin Chalumattu Annette Rios HILM 30 0 0 06 Mar 2024
Does the Generator Mind its Contexts? An Analysis of Generative Model Faithfulness under Context Transfer Xinshuo Hu Baotian Hu Dongfang Li Xiaoguang Li Lifeng Shang HILM 21 1 0 22 Feb 2024
Evaluating Language Model Agency through Negotiations Tim R. Davidson V. Veselovsky Martin Josifoski Maxime Peyrard Antoine Bosselut Michal Kosinski Robert West LLMAG 29 22 0 09 Jan 2024
Calibrated Language Models Must Hallucinate Adam Tauman Kalai Santosh Vempala HILM 13 75 0 24 Nov 2023
Evaluating Generative Ad Hoc Information Retrieval Lukas Gienapp Harrisen Scells Niklas Deckers Janek Bevendorff Shuai Wang ... Maik Frobe Guide Zucoon Benno Stein Matthias Hagen Martin Potthast RALM 30 11 0 08 Nov 2023
Constituency Parsing using LLMs Xuefeng Bai Jialong Wu Yulong Chen Zhongqing Wang Yue Zhang 33 1 0 30 Oct 2023
Right, No Matter Why: AI Fact-checking and AI Authority in Health-related Inquiry Settings Elena Sergeeva Anastasia Sergeeva Huiyun Tang Kerstin Bongard-Blanchy Peter Szolovits 10 1 0 22 Oct 2023
Who Are All The Stochastic Parrots Imitating? They Should Tell Us! Sagi Shaier Lawrence E Hunter K. Wense 30 3 0 16 Oct 2023
Beyond Testers' Biases: Guiding Model Testing with Knowledge Bases using LLMs Chenyang Yang Rishabh Rustogi Rachel A. Brower-Sinning Grace A. Lewis Christian Kastner Tongshuang Wu KELM 30 11 0 14 Oct 2023
"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference Letters Yixin Wan George Pu Jiao Sun Aparna Garimella Kai-Wei Chang Nanyun Peng 27 159 0 13 Oct 2023
Calibrating Likelihoods towards Consistency in Summarization Models Polina Zablotskaia Misha Khalman Rishabh Joshi Livio Baldini Soares Shoshana Jakobovits Joshua Maynez Shashi Narayan 26 3 0 12 Oct 2023
A New Benchmark and Reverse Validation Method for Passage-level Hallucination Detection Shiping Yang Renliang Sun Xiao-Yi Wan HILM 22 41 0 10 Oct 2023
Neuro Symbolic Reasoning for Planning: Counterexample Guided Inductive Synthesis using Large Language Models and Satisfiability Solving Matthias Zeller Susmit Jha Patrick Lincoln Jens Behley Alvaro Velasquez Rickard Ewetz C. Stachniss LRM 15 7 0 28 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 41 518 0 03 Sep 2023
An Examination of the Compositionality of Large Generative Vision-Language Models Teli Ma Rong Li Junwei Liang CoGe 19 2 0 21 Aug 2023
Enhancing Network Management Using Code Generated by Large Language Models Sathiya Kumaran Mani Yajie Zhou Kevin Hsieh Santiago Segarra Ranveer Chandra Srikanth Kandula 31 22 0 11 Aug 2023
SimplyRetrieve: A Private and Lightweight Retrieval-Centric Generative AI Tool Youyang Ng Daisuke Miyashita Yasuto Hoshi Yasuhiro Morioka Osamu Torii Tomoya Kodama J. Deguchi RALM 8 9 0 08 Aug 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 14 7 0 01 Aug 2023