On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models?

17 April 2022

Nouha Dziri

Sivan Milton

Mo Yu

Osmar Zaiane

Siva Reddy

HILM

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Papers citing "On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models?"

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Title
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering Jihao Zhao Chunlai Zhou Biao Qin 52 0 0 05 May 2025
Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination Jerry Huang Prasanna Parthasarathi Mehdi Rezagholizadeh Boxing Chen Sarath Chandar 53 0 0 22 Oct 2024
ProSLM : A Prolog Synergized Language Model for explainable Domain Specific Knowledge Based Question Answering Priyesh Vakharia Abigail Kufeldt Max Meyers Ian Lane Leilani H. Gilpin 31 0 0 17 Sep 2024
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph Roman Vashurin Ekaterina Fadeeva Artem Vazhentsev Akim Tsvigun Daniil Vasilev ... Timothy Baldwin Timothy Baldwin Maxim Panov Artem Shelmanov Artem Shelmanov HILM 68 8 0 21 Jun 2024
CHARP: Conversation History AwaReness Probing for Knowledge-grounded Dialogue Systems Abbas Ghaddar David Alfonso-Hermelo Philippe Langlais Mehdi Rezagholizadeh Boxing Chen Prasanna Parthasarathi 39 0 0 24 May 2024
Retrieval-Augmented Language Model for Extreme Multi-Label Knowledge Graph Link Prediction Yu-Hsiang Lin Huang-Ting Shieh Chih-Yu Liu Kuang-Ting Lee Hsiao-Cheng Chang Jing-Lun Yang Yu-Sheng Lin LRM KELM RALM 47 1 0 21 May 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 25 1 0 22 Feb 2024
Large Language Models for Conducting Advanced Text Analytics Information Systems Research Benjamin Ampel Chi-Heng Yang Junjie Hu Hsinchun Chen 33 7 0 27 Dec 2023
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Zhiyuan Zhao Bin Wang Linke Ouyang Xiao-wen Dong Jiaqi Wang Conghui He MLLM VLM 32 106 0 28 Nov 2023
Calibrated Language Models Must Hallucinate Adam Tauman Kalai Santosh Vempala HILM 30 75 0 24 Nov 2023
Evaluating the Inclusiveness of Artificial Intelligence Software in Enhancing Project Management Efficiency -- A Review Vasileios Alevizos Ilias Georgousis Akebu Simasiku Sotiria Karypidou Antonis M. Messinis 6 3 0 18 Nov 2023
Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge Genglin Liu Xingyao Wang Lifan Yuan Yangyi Chen Hao Peng 29 16 0 16 Nov 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi Ren Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 39 37 0 16 Nov 2023
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion? Yusuke Sakai Hidetaka Kamigaito Katsuhiko Hayashi Taro Watanabe 26 1 0 15 Nov 2023
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval Nandan Thakur Jianmo Ni Gustavo Hernández Ábrego John Wieting Jimmy J. Lin Daniel Cer RALM 31 12 0 10 Nov 2023
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations Nils Feldhus Qianli Wang Tatiana Anikina Sahil Chopra Cennet Oguz Sebastian Möller 32 9 0 09 Oct 2023
Foundation Metrics for Evaluating Effectiveness of Healthcare Conversations Powered by Generative AI Mahyar Abbasian Elahe Khatibi Iman Azimi David Oniani Zahra Shakeri Hossein Abad ... Bryant Lin Olivier Gevaert Li-Jia Li Ramesh C. Jain Amir M. Rahmani LM&MA ELM AI4MH 37 66 0 21 Sep 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 48 76 0 13 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 46 520 0 03 Sep 2023
Scientists' Perspectives on the Potential for Generative AI in their Fields Meredith Ringel Morris AI4CE 25 38 0 04 Apr 2023
Elastic Weight Removal for Faithful and Abstractive Dialogue Generation Nico Daheim Nouha Dziri Mrinmaya Sachan Iryna Gurevych E. Ponti MoMe 31 30 0 30 Mar 2023
Koala: An Index for Quantifying Overlaps with Pre-training Corpora Thuy-Trang Vu Xuanli He Gholamreza Haffari Ehsan Shareghi CLL 21 13 0 26 Mar 2023
Diving Deep into Modes of Fact Hallucinations in Dialogue Systems Souvik Das Sougata Saha R. Srihari HILM 15 30 0 11 Jan 2023
RHO ( $ρ$ ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding Ziwei Ji Zihan Liu Nayeon Lee Tiezheng Yu Bryan Wilie Mini Zeng Pascale Fung HILM 20 53 0 03 Dec 2022
Reranking Overgenerated Responses for End-to-End Task-Oriented Dialogue Systems Songbo Hu Ivan Vulić Fangyu Liu Anna Korhonen 39 0 0 07 Nov 2022
Controllable Factuality in Document-Grounded Dialog Systems Using a Noisy Channel Model Nico Daheim David Thulke Christian Dugast Hermann Ney HILM 19 4 0 31 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 41 256 0 17 Oct 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 227 502 0 28 Sep 2022
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 167 101 0 14 Jul 2021
Evaluating Attribution in Dialogue Systems: The BEGIN Benchmark Nouha Dziri Hannah Rashkin Tal Linzen David Reitter ALM 192 79 0 30 Apr 2021
Focused Attention Improves Document-Grounded Generation Shrimai Prabhumoye Kazuma Hashimoto Yingbo Zhou A. Black Ruslan Salakhutdinov 167 41 0 26 Apr 2021