On Exposure Bias, Hallucination and Domain Shift in Neural Machine Translation

7 May 2020

Papers citing "On Exposure Bias, Hallucination and Domain Shift in Neural Machine Translation"

50 / 115 papers shown

Title
Understanding and Detecting Hallucinations in Neural Machine Translation via Model Introspection Weijia Xu Sweta Agrawal Eleftheria Briakou Marianna J. Martindale Marine Carpuat HILM 27 46 0 18 Jan 2023
ChatGPT Makes Medicine Easy to Swallow: An Exploratory Case Study on Simplified Radiology Reports Katharina Jeblick B. Schachtner Jakob Dexl Andreas Mittermeier Anna Theresa Stüber ... Tobias Weber Philipp Wesp B. Sabel J. Ricke Michael Ingrisch LM&MA MedIm 123 373 0 30 Dec 2022
Improving Automated Program Repair with Domain Adaptation Armin Zirak Hadi Hemmati 16 9 0 21 Dec 2022
Contrastive Learning Reduces Hallucination in Conversations Weiwei Sun Zhengliang Shi Shen Gao Pengjie Ren Maarten de Rijke Z. Ren 42 62 0 20 Dec 2022
Inverse Reinforcement Learning for Text Summarization Yujiao Fu Deyi Xiong Yue Dong 45 4 0 19 Dec 2022
Optimal Transport for Unsupervised Hallucination Detection in Neural Machine Translation Nuno M. Guerreiro Pierre Colombo Pablo Piantanida André F.T. Martins 25 10 0 19 Dec 2022
Detecting and Mitigating Hallucinations in Machine Translation: Model Internal Workings Alone Do Well, Sentence Similarity Even Better David Dale Elena Voita Loïc Barrault Marta R. Costa-jussá HILM 33 67 0 16 Dec 2022
Soft Alignment Objectives for Robust Adaptation of Language Generation Michal vStefánik Marek Kadlcík Petr Sojka 27 2 0 29 Nov 2022
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
Mutual Information Alleviates Hallucinations in Abstractive Summarization Liam van der Poel Ryan Cotterell Clara Meister HILM 16 56 0 24 Oct 2022
Reinforcement Learning with Large Action Spaces for Neural Machine Translation Asaf Yehudai Leshem Choshen Lior Fox Omri Abend 18 6 0 06 Oct 2022
Thinking Hallucination for Video Captioning Nasib Ullah Partha Pratim Mohanta VLM 36 4 0 28 Sep 2022
UBARv2: Towards Mitigating Exposure Bias in Task-Oriented Dialogs Yunyi Yang Hong Ding Qing Liu Xiaojun Quan 42 1 0 15 Sep 2022
Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation Nuno M. Guerreiro Elena Voita André F. T. Martins HILM 19 52 0 10 Aug 2022
Probing Causes of Hallucinations in Neural Machine Translations Jianhao Yan Fandong Meng Jie Zhou HILM 11 3 0 25 Jun 2022
Methods for Estimating and Improving Robustness of Language Models Michal Stefánik 8 1 0 16 Jun 2022
Quality-Aware Decoding for Neural Machine Translation Patrick Fernandes António Farinhas Ricardo Rei José G. C. de Souza Perez Ogayo Graham Neubig André F. T. Martins 35 57 0 02 May 2022
FaithDial: A Faithful Benchmark for Information-Seeking Dialogue Nouha Dziri Ehsan Kamalloo Sivan Milton Osmar Zaiane Mo Yu E. Ponti Siva Reddy HILM 26 87 0 22 Apr 2022
On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models? Nouha Dziri Sivan Milton Mo Yu Osmar Zaiane Siva Reddy HILM 19 188 0 17 Apr 2022
Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation Kushal Arora Layla El Asri Hareesh Bahuleyan Jackie C.K. Cheung 29 79 0 03 Apr 2022
Understanding and Improving Sequence-to-Sequence Pretraining for Neural Machine Translation Wenxuan Wang Wenxiang Jiao Yongchang Hao Xing Wang Shuming Shi Zhaopeng Tu Michael Lyu AIMat 26 26 0 16 Mar 2022
Bridging the Data Gap between Training and Inference for Unsupervised Neural Machine Translation Zhiwei He Xing Wang Rui Wang Shuming Shi Zhaopeng Tu 12 12 0 16 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
Adaptor: Objective-Centric Adaptation Framework for Language Models Michal vStefánik Vít Novotný Nikola Groverová Petr Sojka 32 10 0 08 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
Machine-in-the-Loop Rewriting for Creative Image Captioning Vishakh Padmakumar He He 56 17 0 07 Nov 2021
Language Models As or For Knowledge Bases Simon Razniewski Andrew Yates Nora Kassner G. Weikum KELM 25 1 0 10 Oct 2021
Do Long-Range Language Models Actually Use Long-Range Context? Simeng Sun Kalpesh Krishna Andrew Mattarella-Micke Mohit Iyyer RALM 25 80 0 19 Sep 2021
Relating Neural Text Degeneration to Exposure Bias Ting-Rui Chiang Yun-Nung Chen 53 17 0 17 Sep 2021
Improving Scheduled Sampling with Elastic Weight Consolidation for Neural Machine Translation Michalis Korakakis Andreas Vlachos CLL 31 2 0 13 Sep 2021
Multi-Sentence Resampling: A Simple Approach to Alleviate Dataset Length Bias and Beam-Search Degradation Ivan Provilkov A. Malinin 19 4 0 13 Sep 2021
Fixing exposure bias with imitation learning needs powerful oracles L. Hormann Artem Sokolov 26 3 0 09 Sep 2021
Rethinking Data Augmentation for Low-Resource Neural Machine Translation: A Multi-Task Learning Approach Víctor M. Sánchez-Cartagena M. Esplà-Gomis Juan Antonio Pérez-Ortiz Felipe Sánchez-Martínez 45 27 0 08 Sep 2021
Survey of Low-Resource Machine Translation Barry Haddow Rachel Bawden Antonio Valerio Miceli Barone Jindvrich Helcl Alexandra Birch AIMat 31 148 0 01 Sep 2021
Masked Adversarial Generation for Neural Machine Translation Badr Youbi Idrissi S. Clinchant AAML 29 0 0 01 Sep 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 178 145 0 30 Aug 2021
Sampling-Based Approximations to Minimum Bayes Risk Decoding for Neural Machine Translation Bryan Eikema Wilker Aziz 28 45 0 10 Aug 2021
WeChat Neural Machine Translation Systems for WMT21 Xianfeng Zeng Yanjun Liu Ernan Li Qiu Ran Fandong Meng Peng Li Jinan Xu Jie Zhou 25 20 0 05 Aug 2021
Boosting Video Captioning with Dynamic Loss Network Nasib Ullah Partha Pratim Mohanta 24 1 0 25 Jul 2021
Modelling Latent Translations for Cross-Lingual Transfer E. Ponti Julia Kreutzer Ivan Vulić Siva Reddy 32 18 0 23 Jul 2021
Mixed Cross Entropy Loss for Neural Machine Translation Haoran Li Wei Lu 16 16 0 30 Jun 2021
Revisiting the Weaknesses of Reinforcement Learning for Neural Machine Translation Samuel Kiegeland Julia Kreutzer AAML 34 46 0 16 Jun 2021
AgreeSum: Agreement-Oriented Multi-Document Summarization Richard Yuanzhe Pang Á. Lelkes Vinh Q. Tran Cong Yu 8 16 0 04 Jun 2021
Sketch and Refine: Towards Faithful and Informative Table-to-Text Generation Peng Wang Junyang Lin An Yang Chang Zhou Yichang Zhang Jingren Zhou Hongxia Yang 26 20 0 31 May 2021
Prevent the Language Model from being Overconfident in Neural Machine Translation Mengqi Miao Fandong Meng Yijin Liu Xiao-Hua Zhou Jie Zhou 31 40 0 24 May 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 225 143 0 18 Apr 2021
Neural Path Hunter: Reducing Hallucination in Dialogue Systems via Path Grounding Nouha Dziri Andrea Madotto Osmar Zaiane A. Bose HILM 25 131 0 17 Apr 2021
$$Q^{2}$: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering$ $Q^{2}$ : Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering Or Honovich Leshem Choshen Roee Aharoni Ella Neeman Idan Szpektor Omri Abend HILM 27 138 0 16 Apr 2021
IGA : An Intent-Guided Authoring Assistant Simeng Sun Wenlong Zhao Varun Manjunatha R. Jain Vlad I. Morariu Franck Dernoncourt Balaji Vasan Srinivasan Mohit Iyyer 16 17 0 14 Apr 2021
Domain Adaptation and Multi-Domain Adaptation for Neural Machine Translation: A Survey Danielle Saunders AI4CE 25 85 0 14 Apr 2021