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Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations

7 October 2019

Papers citing "Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations"

50 / 73 papers shown

Title
A Necessary Step toward Faithfulness: Measuring and Improving Consistency in Free-Text Explanations Lingjun Zhao Hal Daumé III 168 0 0 25 May 2025
Consistency in Language Models: Current Landscape, Challenges, and Future Directions Jekaterina Novikova Carol Anderson Borhane Blili-Hamelin Subhabrata Majumdar HILM 145 3 0 01 May 2025
CASCADE Your Datasets for Cross-Mode Knowledge Retrieval of Language Models Runlong Zhou Yi Zhang RALM 88 0 0 02 Apr 2025
Multidimensional Consistency Improves Reasoning in Language Models Huiyuan Lai Xiao Zhang Malvina Nissim LRM 64 0 0 04 Mar 2025
MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing Vlad-Andrei Negru Robert Vacareanu Camelia Lemnaru Mihai Surdeanu Rodica Potolea 165 2 0 13 Feb 2025
Faithfulness and the Notion of Adversarial Sensitivity in NLP Explanations Supriya Manna Niladri Sett AAML 49 1 0 26 Sep 2024
STRICTA: Structured Reasoning in Critical Text Assessment for Peer Review and Beyond Nils Dycke Matej Zečević Ilia Kuznetsov Beatrix Suess Kristian Kersting Iryna Gurevych LRM 114 0 0 09 Sep 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 127 16 0 27 Jul 2024
A Survey on Symbolic Knowledge Distillation of Large Language Models Kamal Acharya Alvaro Velasquez Haoze Song SyDa 67 7 0 12 Jul 2024
Scenarios and Approaches for Situated Natural Language Explanations Pengshuo Qiu Frank Rudzicz Zining Zhu LRM 90 0 0 07 Jun 2024
mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models Huiyuan Lai Malvina Nissim LRM 112 19 0 04 Jun 2024
One vs. Many: Comprehending Accurate Information from Multiple Erroneous and Inconsistent AI Generations Yoonjoo Lee Kihoon Son Tae Soo Kim Jisu Kim John Joon Young Chung Eytan Adar Juho Kim 90 12 0 09 May 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes Damin Zhang Yi Zhang Geetanjali Bihani Julia Taylor Rayz 154 3 0 06 May 2024
ChatGPT Rates Natural Language Explanation Quality Like Humans: But on Which Scales? Fan Huang Haewoon Kwak Kunwoo Park Jisun An ALM ELM AI4MH 114 12 0 26 Mar 2024
Inference to the Best Explanation in Large Language Models Dhairya Dalal Marco Valentino André Freitas Paul Buitelaar LRM ELM 85 3 0 16 Feb 2024
Towards Faithful Explanations for Text Classification with Robustness Improvement and Explanation Guided Training Dongfang Li Baotian Hu Qingcai Chen Shan He 69 5 0 29 Dec 2023
Fully Authentic Visual Question Answering Dataset from Online Communities Chongyan Chen Mengchen Liu Noel Codella Yunsheng Li Lu Yuan Danna Gurari 108 5 0 27 Nov 2023
Multi-Agent Consensus Seeking via Large Language Models Huaben Chen Wenkang Ji Lufeng Xu Shiyu Zhao LM&Ro LLMAG 136 27 0 31 Oct 2023
Moral Foundations of Large Language Models Marwa Abdulhai Gregory Serapio-Garcia Clément Crepy Daria Valter John Canny Natasha Jaques LRM 110 48 0 23 Oct 2023
Ecologically Valid Explanations for Label Variation in NLI Nan-Jiang Jiang Chenhao Tan M. Marneffe FAtt 65 6 0 20 Oct 2023
Configuration Validation with Large Language Models Xinyu Lian Yinfang Chen Runxiang Cheng Jie Huang Parth Thakkar Minjia Zhang Tianyin Xu 70 11 0 15 Oct 2023
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language Models Antoine Louis Gijs van Dijck Gerasimos Spanakis ELM AILaw 67 41 0 29 Sep 2023
The Trickle-down Impact of Reward (In-)consistency on RLHF Lingfeng Shen Sihao Chen Linfeng Song Lifeng Jin Baolin Peng Haitao Mi Daniel Khashabi Dong Yu 93 23 0 28 Sep 2023
Self-Consistent Narrative Prompts on Abductive Natural Language Inference Chunkit Chan Xin Liu Tszho Chan Cheng Jiayang Yangqiu Song Ginny Wong Simon See LRM 70 8 0 15 Sep 2023
BatchPrompt: Accomplish more with less Jianzhe Lin Maurice Diesendruck Liang Du Robin Abraham LRM 96 10 0 01 Sep 2023
Situated Natural Language Explanations Zining Zhu Hao Jiang Jingfeng Yang Sreyashi Nag Chao Zhang Jie Huang Yifan Gao Frank Rudzicz Bing Yin LRM 66 1 0 27 Aug 2023
Personality Traits in Large Language Models Gregory Serapio-García Mustafa Safdari Clément Crepy Luning Sun Stephen Fitz P. Romero Marwa Abdulhai Aleksandra Faust Maja J. Matarić LM&MA LLMAG 184 126 0 01 Jul 2023
KNOW How to Make Up Your Mind! Adversarially Detecting and Alleviating Inconsistencies in Natural Language Explanations Myeongjun Jang Bodhisattwa Prasad Majumder Julian McAuley Thomas Lukasiewicz Oana-Maria Camburu AAML 43 4 0 05 Jun 2023
Faithfulness Tests for Natural Language Explanations Pepa Atanasova Oana-Maria Camburu Christina Lioma Thomas Lukasiewicz J. Simonsen Isabelle Augenstein FAtt 118 67 0 29 May 2023
SPARSEFIT: Few-shot Prompting with Sparse Fine-tuning for Jointly Generating Predictions and Natural Language Explanations Jesus Solano Oana-Maria Camburu Pasquale Minervini 66 1 0 22 May 2023
Measuring Consistency in Text-based Financial Forecasting Models Linyi Yang Yingpeng Ma Yue Zhang 59 4 0 15 May 2023
What's the Meaning of Superhuman Performance in Today's NLU? Simone Tedeschi Johan Bos T. Declerck Jan Hajic Daniel Hershcovich ... Simon Krek Steven Schockaert Rico Sennrich Ekaterina Shutova Roberto Navigli ELM LM&MA VLM ReLM LRM 91 27 0 15 May 2023
Understanding and Predicting Human Label Variation in Natural Language Inference through Explanation Nan-Jiang Jiang Chenhao Tan M. Marneffe 58 3 0 24 Apr 2023
Consistency Analysis of ChatGPT Myeongjun Jang Thomas Lukasiewicz 86 56 0 11 Mar 2023
GLUECons: A Generic Benchmark for Learning Under Constraints Hossein Rajaby Faghihi Aliakbar Nafar Chen Zheng Roshanak Mirzaee Yue Zhang Andrzej Uszok Alexander Wan Tanawan Premsri Dan Roth Parisa Kordjamshidi ELM VLM 96 16 0 16 Feb 2023
Explanation Regeneration via Information Bottleneck Qintong Li Zhiyong Wu Lingpeng Kong Wei Bi 93 4 0 19 Dec 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 286 3,175 0 20 Oct 2022
Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods Nils Feldhus Leonhard Hennig Maximilian Dustin Nasert Christopher Ebert Robert Schwarzenberg Sebastian Möller FAtt 64 22 0 13 Oct 2022
Explainable Abuse Detection as Intent Classification and Slot Filling Agostina Calabrese Bjorn Ross Mirella Lapata 85 11 0 06 Oct 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 235 120 0 22 Sep 2022
On Interactive Explanations as Non-Monotonic Reasoning Guilherme Paulino-Passos Francesca Toni FAtt LRM 88 3 0 30 Jul 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 128 134 0 27 Jul 2022
Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI Suzanna Sia Anton Belyy Amjad Almahairi Madian Khabsa Luke Zettlemoyer Lambert Mathias LRM 74 13 0 25 May 2022
Beyond Distributional Hypothesis: Let Language Models Learn Meaning-Text Correspondence Myeongjun Jang Frank Mtumbuka Thomas Lukasiewicz 82 10 0 08 May 2022
Scientific Explanation and Natural Language: A Unified Epistemological-Linguistic Perspective for Explainable AI Marco Valentino André Freitas XAI 56 2 0 03 May 2022
Can Rationalization Improve Robustness? Howard Chen Jacqueline He Karthik Narasimhan Danqi Chen AAML 101 41 0 25 Apr 2022
A Review on Language Models as Knowledge Bases Badr AlKhamissi Millicent Li Asli Celikyilmaz Mona T. Diab Marjan Ghazvininejad KELM 94 187 0 12 Apr 2022
Generating Full Length Wikipedia Biographies: The Impact of Gender Bias on the Retrieval-Based Generation of Women Biographies Angela Fan Claire Gardent 29 5 0 12 Apr 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 577 3,756 0 21 Mar 2022
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning Jiangjie Chen Rui Xu Ziquan Fu Wei Shi Zhongqiao Li Xinbo Zhang Changzhi Sun Lei Li Yanghua Xiao Hao Zhou ELM 74 35 0 16 Mar 2022