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Controlling Hallucinations at Word Level in Data-to-Text Generation

Data mining and knowledge discovery (DMKD), 2021

4 February 2021

Papers citing "Controlling Hallucinations at Word Level in Data-to-Text Generation"

36 / 36 papers shown

Title
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 424 22 0 18 Mar 2025
SYMBIOSIS: Systems Thinking and Machine Intelligence for Better Outcomes in Society Sameer Sethi Donald Martin Jr. Emmanuel Klu 129 1 0 07 Mar 2025
Leveraging Large Language Models for Building Interpretable Rule-Based Data-to-Text SystemsInternational Conference on Natural Language Generation (INLG), 2025 Jędrzej Warczyński Mateusz Lango Ondrej Dusek 185 3 0 28 Feb 2025
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text GenerationInternational Conference on Learning Representations (ICLR), 2025 Song Duong Florian Le Bronnec Alexandre Allauzen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari HILM 245 3 0 20 Feb 2025
Probing Omissions and Distortions in Transformer-based RDF-to-Text Models J. Faille Albert Gatt Claire Gardent 235 0 0 25 Sep 2024
ANHALTEN: Cross-Lingual Transfer for German Token-Level Reference-Free Hallucination Detection Janek Herrlein Chia-Chien Hung Goran Glavaš HILM 282 3 0 18 Jul 2024
ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language Models Yuzhe Gu Ziwei Ji Wenwei Zhang Chengqi Lyu Dahua Lin Kai Chen HILM 189 12 0 05 Jul 2024
Facts-and-Feelings: Capturing both Objectivity and Subjectivity in Table-to-Text Generation Tathagata Dey Pushpak Bhattacharyya 183 1 0 15 Jun 2024
ANAH: Analytical Annotation of Hallucinations in Large Language Models Ziwei Ji Yuzhe Gu Wenwei Zhang Chengqi Lyu Dahua Lin Kai-xiang Chen HILM 196 8 0 30 May 2024
Improving Factual Accuracy of Neural Table-to-Text Output by Addressing Input Problems in ToTTo Barkavi Sundararajan S. Sripada Ehud Reiter LMTD 211 4 0 05 Apr 2024
Successfully Guiding Humans with Imperfect Instructions by Highlighting Potential Errors and Suggesting Corrections Lingjun Zhao Khanh Nguyen Hal Daumé 203 4 0 26 Feb 2024
Hallucinations or Attention Misdirection? The Path to Strategic Value Extraction in Business Using Large Language Models Aline Ioste 188 2 0 21 Feb 2024
A Systematic Review of Data-to-Text NLG Chinonso Osuji Thiago Castro Ferreira Brian Davis 322 4 0 13 Feb 2024
AI Hallucinations: A Misnomer Worth ClarifyingConference on Algebraic Informatics (CAI), 2024 Negar Maleki Balaji Padmanabhan Kaushik Dutta 426 96 0 09 Jan 2024
Interpretation modeling: Social grounding of sentences by reasoning over their implicit moral judgments Liesbeth Allein Maria Mihaela Trucscva Marie-Francine Moens 194 2 0 27 Nov 2023
Enhancing Uncertainty-Based Hallucination Detection with Stronger FocusConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Tianhang Zhang Lin Qiu Qipeng Guo Cheng Deng Yue Zhang Zheng Zhang Cheng Zhou Xinbing Wang Luoyi Fu HILM 258 91 0 22 Nov 2023
Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation Yixin Wan Fanyou Wu Weijie Xu Srinivasan H. Sengamedu HILM 401 5 0 28 Oct 2023
Critic-Driven Decoding for Mitigating Hallucinations in Data-to-text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Mateusz Lango Ondrej Dusek 209 11 0 25 Oct 2023
Hallucination Detection for Grounded Instruction GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Lingjun Zhao Khanh Nguyen Hal Daumé HILM 209 8 0 23 Oct 2023
HallE-Control: Controlling Object Hallucination in Large Multimodal Models Bohan Zhai Shijia Yang Chenfeng Xu Sheng Shen Kurt Keutzer Chunyuan Li Manling Li MLLM 301 23 0 03 Oct 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language ModelsComputational Linguistics (CL), 2023 Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Freda Shi Shuming Shi Shuming Shi LRM RALM HILM 686 802 0 03 Sep 2023
Optimizing Factual Accuracy in Text Generation through Dynamic Knowledge Selection Hongjin Qian Zhicheng Dou Jiejun Tan Haonan Chen Haoqi Gu Ruofei Lai Xinyu Zhang Bo Zhao Ji-Rong Wen 178 3 0 30 Aug 2023
Generating Faithful Text From a Knowledge Graph with Noisy Reference TextInternational Conference on Natural Language Generation (INLG), 2023 Tahsina Hashem Weiqing Wang Derry Wijaya Mohammed Eunus Ali Yuan-Fang Li 183 4 0 12 Aug 2023
Tackling Hallucinations in Neural Chart SummarizationInternational Conference on Natural Language Generation (INLG), 2023 Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 186 12 0 01 Aug 2023
Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder Z. Fu W. Lam Qian Yu Anthony Man-Cho So Shengding Hu Zhiyuan Liu Nigel Collier AuLLM 147 59 0 08 Apr 2023
"Why is this misleading?": Detecting News Headline Hallucinations with ExplanationsThe Web Conference (WWW), 2023 Jiaming Shen Jialu Liu Daniel Finnie N. Rahmati Michael Bendersky Marc Najork 125 25 0 12 Feb 2023
The Role of Interactive Visualization in Explaining (Large) NLP Models: from Data to Inference R. Brath Daniel A. Keim Johannes Knittel Shimei Pan Pia Sommerauer Hendrik Strobelt 132 14 0 11 Jan 2023
Evaluating Parameter Efficient Learning for GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Peng Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Ming-Yu Liu Nayeon Lee Mohammad Shoeybi Bryan Catanzaro MoE 160 3 0 25 Oct 2022
Arithmetic-Based Pretraining -- Improving Numeracy of Pretrained Language Models Dominic Petrak N. Moosavi Iryna Gurevych AIMat 145 2 0 13 May 2022
Neural Pipeline for Zero-Shot Data-to-Text GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Zdeněk Kasner Ondrej Dusek 139 38 0 30 Mar 2022
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods Wei Li Wenhao Wu Moye Chen Jiachen Liu Xinyan Xiao Hua Wu HILM 333 37 0 10 Mar 2022
Survey of Hallucination in Natural Language GenerationACM Computing Surveys (ACM CSUR), 2022 Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 846 3,422 0 08 Feb 2022
New Methods & Metrics for LFQA tasks Suchismit Mahapatra V. Blagojević P. Bertorello Prasanna Kumar 162 3 0 26 Dec 2021
May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language Generation Sanghyuk Choi J. Hwang Hyungjong Noh Yeonsoo Lee 122 4 0 20 Dec 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 881 182 0 18 Apr 2021
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Clément Rebuffel Thomas Scialom Laure Soulier Benjamin Piwowarski Sylvain Lamprier Jacopo Staiano Geoffrey Scoutheeten Patrick Gallinari 199 36 0 15 Apr 2021