Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization

30 August 2021

Papers citing "Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization"

23 / 23 papers shown

Title
Explanatory Summarization with Discourse-Driven Planning Dongqi Liu Xi Yu Vera Demberg Mirella Lapata 45 0 0 27 Apr 2025
HuAMR: A Hungarian AMR Parser and Dataset Botond Barta Endre Hamerlik Milán Konor Nyist Judit Ács 36 0 0 27 Feb 2025
Mitigating GenAI-powered Evidence Pollution for Out-of-Context Multimodal Misinformation Detection Zehong Yan Peng Qi W. Hsu M. Lee 39 0 0 24 Jan 2025
Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs Jannik Kossen Jiatong Han Muhammed Razzak Lisa Schut Shreshth A. Malik Yarin Gal HILM 58 33 0 22 Jun 2024
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation Bairu Hou Yang Zhang Jacob Andreas Shiyu Chang 69 5 0 11 Jun 2024
Fine-Grained Natural Language Inference Based Faithfulness Evaluation for Diverse Summarisation Tasks Huajian Zhang Yumo Xu Laura Perez-Beltrachini HILM 24 9 0 27 Feb 2024
SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs Yebowen Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang H. Foroosh Dong Yu Fei Liu 21 8 0 15 Feb 2024
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models Minbyul Jeong Jiwoong Sohn Mujeen Sung Jaewoo Kang 18 28 0 27 Jan 2024
Who Are All The Stochastic Parrots Imitating? They Should Tell Us! Sagi Shaier Lawrence E Hunter K. Wense 34 3 0 16 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
Annotating and Detecting Fine-grained Factual Errors for Dialogue Summarization Rongxin Zhu Jianzhong Qi Jey Han Lau 28 9 0 26 May 2023
Natural Language Decompositions of Implicit Content Enable Better Text Representations Alexander Miserlis Hoyle Rupak Sarkar Pranav Goel Philip Resnik AI4CE 38 12 0 23 May 2023
Distilling Script Knowledge from Large Language Models for Constrained Language Planning Siyu Yuan Jiangjie Chen Ziquan Fu Xuyang Ge Soham Shah C. R. Jankowski Yanghua Xiao Deqing Yang 43 46 0 09 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 20 140 0 28 Mar 2023
STA: Self-controlled Text Augmentation for Improving Text Classifications Congcong Wang Gonzalo Fiz Pontiveros Steven Derby Tri Kurniawan Wijaya 32 3 0 24 Feb 2023
On Improving Summarization Factual Consistency from Natural Language Feedback Yixin Liu Budhaditya Deb Milagro Teruel Aaron L Halfaker Dragomir R. Radev Ahmed Hassan Awadallah HILM 21 35 0 20 Dec 2022
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing Jiangjie Chen Rui Xu Wenyuan Zeng Changzhi Sun Lei Li Yanghua Xiao KELM 38 9 0 22 Nov 2022
Improving Factual Consistency in Summarization with Compression-Based Post-Editing Alexander R. Fabbri Prafulla Kumar Choubey Jesse Vig Chien-Sheng Wu Caiming Xiong HILM KELM 42 17 0 11 Nov 2022
Faithful to the Document or to the World? Mitigating Hallucinations via Entity-linked Knowledge in Abstractive Summarization Yue Dong John Wieting Pat Verga HILM 16 24 0 28 Apr 2022
Memory-assisted prompt editing to improve GPT-3 after deployment Aman Madaan Niket Tandon Peter Clark Yiming Yang KELM 27 0 0 16 Jan 2022
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 222 305 0 27 Apr 2021
Entity-level Factual Consistency of Abstractive Text Summarization Feng Nan Ramesh Nallapati Zhiguo Wang Cicero Nogueira dos Santos Henghui Zhu Dejiao Zhang Kathleen McKeown Bing Xiang HILM 142 157 0 18 Feb 2021
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 169 159 0 17 Oct 2020