On Faithfulness and Factuality in Abstractive Summarization

2 May 2020

Papers citing "On Faithfulness and Factuality in Abstractive Summarization"

50 / 252 papers shown

Title
Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation Galann Pennec Zhengyuan Liu Nicholas Asher Philippe Muller Nancy F. Chen VGen 31 0 0 10 May 2025
Interpretable Zero-shot Learning with Infinite Class Concepts Zihan Ye Shreyank N Gowda Shiming Chen Yaochu Jin Kaizhu Huang Xiaobo Jin VLM 39 0 0 06 May 2025
Artificial Intelligence in Government: Why People Feel They Lose Control Alexander Wuttke Adrian Rauchfleisch Andreas Jungherr 35 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 55 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 209 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 77 0 0 28 Apr 2025
Random-Set Large Language Models Muhammad Mubashar Shireen Kudukkil Manchingal Fabio Cuzzolin 66 0 0 25 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization Bojana Ranković P. Schwaller BDL 247 0 0 08 Apr 2025
LLM-Assisted Proactive Threat Intelligence for Automated Reasoning Shuva Paul Farhad Alemi Richard Macwan 56 1 0 01 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 64 1 0 21 Mar 2025
Learning on LLM Output Signatures for gray-box LLM Behavior Analysis Guy Bar-Shalom Fabrizio Frasca Derek Lim Yoav Gelberg Yftah Ziser Ran El-Yaniv Gal Chechik Haggai Maron 69 0 0 18 Mar 2025
HuAMR: A Hungarian AMR Parser and Dataset Botond Barta Endre Hamerlik Milán Konor Nyist Judit Ács 43 0 0 27 Feb 2025
FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA S M Sarwar 82 1 0 25 Feb 2025
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation Song Duong Florian Le Bronnec Alexandre Allauzen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari HILM 50 0 0 20 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 157 1 0 18 Feb 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang Jiashuo Sun Jiawei Han RALM 88 0 0 16 Feb 2025
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences Shanshan Han Salman Avestimehr Chaoyang He 76 1 0 12 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 75 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 4 0 28 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 110 415 0 03 Jan 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 87 13 0 03 Jan 2025
Leveraging Large Language Models for Active Merchant Non-player Characters Byungjun Kim Minju Kim Dayeon Seo Bugeun Kim 87 0 0 15 Dec 2024
DEFAME: Dynamic Evidence-based FAct-checking with Multimodal Experts Tobias Braun Mark Rothermel Marcus Rohrbach Anna Rohrbach 93 2 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 181 1 0 06 Nov 2024
Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors Yuefeng Peng Junda Wang Hong-ye Yu Amir Houmansadr SILM 68 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 6 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 47 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 33 3 0 19 Oct 2024
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment Lu Chen Yuxuan Huang Yixing Li Dongrui Liu Qihan Ren Shuai Zhao Kun Kuang Zilong Zheng Quanshi Zhang 36 1 0 06 Oct 2024
Agent-Oriented Planning in Multi-Agent Systems Ao Li Yuexiang Xie Songze Li Fugee Tsung Bolin Ding Yaliang Li AIFin 170 6 0 03 Oct 2024
GenAI Advertising: Risks of Personalizing Ads with LLMs Brian Tang Kaiwen Sun Noah T. Curran F. Schaub Kang G. Shin SILM 32 2 0 23 Sep 2024
The Midas Touch: Triggering the Capability of LLMs for RM-API Misuse Detection Yi Yang Jinghua Liu Kai Chen Miaoqian Lin 28 0 0 14 Sep 2024
MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues Kuluhan Binici Abhinav Ramesh Kashyap Viktor Schlegel Andy T. Liu Vijay Prakash Dwivedi Thanh-Tung Nguyen Xiaoxue Gao Nancy F. Chen Stefan Winkler 38 1 0 26 Aug 2024
Cost-Effective Hallucination Detection for LLMs Simon Valentin Jinmiao Fu Gianluca Detommaso Shaoyuan Xu Giovanni Zappella Bryan Wang HILM 47 4 0 31 Jul 2024
FineSurE: Fine-grained Summarization Evaluation using LLMs Hwanjun Song Hang Su Igor Shalyminov Jason (Jinglun) Cai Saab Mansour HILM 41 32 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 60 36 0 22 Jun 2024
We Have a Package for You! A Comprehensive Analysis of Package Hallucinations by Code Generating LLMs Joseph Spracklen Raveen Wijewickrama A. H. M. N. Sakib Anindya Maiti Murtuza Jadliwala Murtuza Jadliwala 48 9 0 12 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 44 4 0 29 May 2024
Redefining Information Retrieval of Structured Database via Large Language Models Mingzhu Wang Yuzhe Zhang Qihang Zhao Juanyi Yang Hong Zhang RALM KELM 35 0 0 09 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review Jie Zhang Haoyu Bu Hui Wen Yu Chen Lun Li Hongsong Zhu 47 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 137 14 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 112 9 0 17 Apr 2024
Software Engineering Methods For AI-Driven Deductive Legal Reasoning Rohan Padhye AILaw ELM 40 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 54 113 0 01 Apr 2024
German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset Laura Mascarell Ribin Chalumattu Annette Rios HILM 46 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 29 1 0 22 Feb 2024
LEMMA: Towards LVLM-Enhanced Multimodal Misinformation Detection with External Knowledge Augmentation Keyang Xuan Li Yi Fan Yang Ruochen Wu Yi R. Fung Chenhui Xu 48 12 0 19 Feb 2024
Distinguishing the Knowable from the Unknowable with Language Models Gustaf Ahdritz Tian Qin Nikhil Vyas Boaz Barak Benjamin L. Edelman 37 19 0 05 Feb 2024
Evaluating Language Model Agency through Negotiations Tim R. Davidson V. Veselovsky Martin Josifoski Maxime Peyrard Antoine Bosselut Michal Kosinski Robert West LLMAG 36 22 0 09 Jan 2024
Consensus, dissensus and synergy between clinicians and specialist foundation models in radiology report generation Ryutaro Tanno D. G. Barrett Andrew Sellergren Sumedh Ghaisas Sumanth Dathathri ... S. Shetty Pushmeet Kohli Po-Sen Huang Alan Karthikesalingam Ira Ktena MedIm 33 11 0 30 Nov 2023