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

4 February 2021

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

39 / 39 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 53 1 0 18 Mar 2025
SYMBIOSIS: Systems Thinking and Machine Intelligence for Better Outcomes in Society Sameer Sethi Donald Martin Jr. Emmanuel Klu 36 1 0 07 Mar 2025
Leveraging Large Language Models for Building Interpretable Rule-Based Data-to-Text Systems Jędrzej Warczyński Mateusz Lango Ondrej Dusek 41 0 0 28 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
Probing Omissions and Distortions in Transformer-based RDF-to-Text Models J. Faille Albert Gatt Claire Gardent 34 0 0 25 Sep 2024
ANHALTEN: Cross-Lingual Transfer for German Token-Level Reference-Free Hallucination Detection Janek Herrlein Chia-Chien Hung Goran Glavavs HILM 38 1 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 39 5 0 05 Jul 2024
Facts-and-Feelings: Capturing both Objectivity and Subjectivity in Table-to-Text Generation Tathagata Dey Pushpak Bhattacharyya 23 0 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 56 2 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 32 1 0 05 Apr 2024
Successfully Guiding Humans with Imperfect Instructions by Highlighting Potential Errors and Suggesting Corrections Lingjun Zhao Khanh Nguyen Hal Daumé 37 1 0 26 Feb 2024
Hallucinations or Attention Misdirection? The Path to Strategic Value Extraction in Business Using Large Language Models Aline Ioste 42 1 0 21 Feb 2024
A Systematic Review of Data-to-Text NLG Chinonso Osuji Thiago Castro Ferreira Brian Davis 37 1 0 13 Feb 2024
AI Hallucinations: A Misnomer Worth Clarifying Negar Maleki Balaji Padmanabhan Kaushik Dutta 28 34 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 33 1 0 27 Nov 2023
Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus Tianhang Zhang Lin Qiu Qipeng Guo Cheng Deng Yue Zhang Zheng-Wei Zhang Cheng Zhou Xinbing Wang Luoyi Fu HILM 77 48 0 22 Nov 2023
Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation Yixin Wan Fanyou Wu Weijie Xu Srinivasan H. Sengamedu HILM 24 5 0 28 Oct 2023
Critic-Driven Decoding for Mitigating Hallucinations in Data-to-text Generation Mateusz Lango Ondrej Dusek 28 8 0 25 Oct 2023
Hallucination Detection for Grounded Instruction Generation Lingjun Zhao Khanh Nguyen Hal Daumé HILM 39 7 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 23 12 0 03 Oct 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 46 520 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 Zhao Cao Ji-Rong Wen 29 2 0 30 Aug 2023
Generating Faithful Text From a Knowledge Graph with Noisy Reference Text Tahsina Hashem Weiqing Wang Derry Wijaya Mohammed Eunus Ali Yuan-Fang Li 29 3 0 12 Aug 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 34 7 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 36 41 0 08 Apr 2023
"Why is this misleading?": Detecting News Headline Hallucinations with Explanations Jiaming Shen Jialu Liu Daniel Finnie N. Rahmati Michael Bendersky Marc Najork 30 19 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 19 11 0 11 Jan 2023
Evaluating Parameter Efficient Learning for Generation Peng-Tao Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Ming-Yu Liu Nayeon Lee M. Shoeybi Bryan Catanzaro MoE 33 3 0 25 Oct 2022
Arithmetic-Based Pretraining -- Improving Numeracy of Pretrained Language Models Dominic Petrak N. Moosavi Iryna Gurevych AIMat 29 2 0 13 May 2022
Neural Pipeline for Zero-Shot Data-to-Text Generation Zdeněk Kasner Ondrej Dusek 16 33 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-Hong Wu HILM 21 27 0 10 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 49 2,243 0 08 Feb 2022
New Methods & Metrics for LFQA tasks Suchismit Mahapatra V. Blagojević P. Bertorello Prasanna Kumar 17 2 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 20 3 0 20 Dec 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 222 143 0 18 Apr 2021
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic Evaluation Clément Rebuffel Thomas Scialom Laure Soulier Benjamin Piwowarski Sylvain Lamprier Jacopo Staiano Geoffrey Scoutheeten Patrick Gallinari 13 30 0 15 Apr 2021
Stanza: A Python Natural Language Processing Toolkit for Many Human Languages Peng Qi Yuhao Zhang Yuhui Zhang Jason Bolton Christopher D. Manning AI4TS 210 1,654 0 16 Mar 2020
OpenNMT: Open-Source Toolkit for Neural Machine Translation Guillaume Klein Yoon Kim Yuntian Deng Jean Senellart Alexander M. Rush 259 1,896 0 10 Jan 2017
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,926 0 17 Aug 2015