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"

37 / 37 papers shown

Title
Consistency in Language Models: Current Landscape, Challenges, and Future Directions Jekaterina Novikova Carol Anderson Borhane Blili-Hamelin Subhabrata Majumdar HILM 73 0 0 01 May 2025
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 47 13 0 27 Jul 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes Damin Zhang Yi Zhang Geetanjali Bihani Julia Taylor Rayz 56 2 0 06 May 2024
Inference to the Best Explanation in Large Language Models Dhairya Dalal Marco Valentino André Freitas Paul Buitelaar LRM ELM 54 3 0 16 Feb 2024
Multi-Agent Consensus Seeking via Large Language Models Huaben Chen Wenkang Ji Lufeng Xu Shiyu Zhao LM&Ro LLMAG 67 20 0 31 Oct 2023
Configuration Validation with Large Language Models Xinyu Lian Yinfang Chen Runxiang Cheng Jie Huang Parth Thakkar Minjia Zhang Tianyin Xu 21 10 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 30 35 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 42 21 0 28 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 49 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 60 119 0 01 Jul 2023
SPARSEFIT: Few-shot Prompting with Sparse Fine-tuning for Jointly Generating Predictions and Natural Language Explanations Jesus Solano Oana-Maria Camburu Pasquale Minervini 25 1 0 22 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 47 26 0 15 May 2023
Understanding and Predicting Human Label Variation in Natural Language Inference through Explanation Nan-Jiang Jiang Chenhao Tan M. Marneffe 40 2 0 24 Apr 2023
Explanation Regeneration via Information Bottleneck Qintong Li Zhiyong Wu Lingpeng Kong Wei Bi 30 3 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 103 3,019 0 20 Oct 2022
Explainable Abuse Detection as Intent Classification and Slot Filling Agostina Calabrese Bjorn Ross Mirella Lapata 51 10 0 06 Oct 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 28 125 0 27 Jul 2022
Beyond Distributional Hypothesis: Let Language Models Learn Meaning-Text Correspondence Myeongjun Jang Frank Mtumbuka Thomas Lukasiewicz 36 9 0 08 May 2022
Can Rationalization Improve Robustness? Howard Chen Jacqueline He Karthik Narasimhan Danqi Chen AAML 31 40 0 25 Apr 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 28 35 0 16 Mar 2022
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup Yordan Yordanov Vid Kocijan Thomas Lukasiewicz Oana-Maria Camburu 33 18 0 12 Dec 2021
Are Training Resources Insufficient? Predict First Then Explain! Myeongjun Jang Thomas Lukasiewicz LRM 26 7 0 29 Aug 2021
Knowledge-Grounded Self-Rationalization via Extractive and Natural Language Explanations Bodhisattwa Prasad Majumder Oana-Maria Camburu Thomas Lukasiewicz Julian McAuley 29 35 0 25 Jun 2021
Prompting Contrastive Explanations for Commonsense Reasoning Tasks Bhargavi Paranjape Julian Michael Marjan Ghazvininejad Luke Zettlemoyer Hannaneh Hajishirzi ReLM LRM 29 66 0 12 Jun 2021
A Review on Explainability in Multimodal Deep Neural Nets Gargi Joshi Rahee Walambe K. Kotecha 31 140 0 17 May 2021
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks Maxime Kayser Oana-Maria Camburu Leonard Salewski Cornelius Emde Virginie Do Zeynep Akata Thomas Lukasiewicz VLM 26 100 0 08 May 2021
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards Marco Valentino Ian Pratt-Hartman André Freitas XAI LRM 23 12 0 05 May 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 45 48 0 20 Mar 2021
Measuring and Improving Consistency in Pretrained Language Models Yanai Elazar Nora Kassner Shauli Ravfogel Abhilasha Ravichander Eduard H. Hovy Hinrich Schütze Yoav Goldberg HILM 272 347 0 01 Feb 2021
LIREx: Augmenting Language Inference with Relevant Explanation Xinyan Zhao V. Vydiswaran LRM 33 38 0 16 Dec 2020
Explaining Deep Neural Networks Oana-Maria Camburu XAI FAtt 35 26 0 04 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 22 50 0 01 Oct 2020
NILE : Natural Language Inference with Faithful Natural Language Explanations Sawan Kumar Partha P. Talukdar XAI LRM 24 160 0 25 May 2020
Explainable Deep Learning: A Field Guide for the Uninitiated Gabrielle Ras Ning Xie Marcel van Gerven Derek Doran AAML XAI 49 371 0 30 Apr 2020
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 287 625 0 04 Dec 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 205 713 0 17 Apr 2018
Neural Semantic Encoders Tsendsuren Munkhdalai Hong-ye Yu 222 131 0 14 Jul 2016