NILE : Natural Language Inference with Faithful Natural Language Explanations

25 May 2020

Papers citing "NILE : Natural Language Inference with Faithful Natural Language Explanations"

50 / 97 papers shown

Title
MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing Vlad-Andrei Negru Robert Vacareanu Camelia Lemnaru Mihai Surdeanu Rodica Potolea 99 0 0 13 Feb 2025
Concept Based Continuous Prompts for Interpretable Text Classification Qian Chen Dongyang Li Xiaofeng He 94 0 0 02 Dec 2024
CasiMedicos-Arg: A Medical Question Answering Dataset Annotated with Explanatory Argumentative Structures Ekaterina Sviridova Anar Yeginbergen A. Estarrona Elena Cabrio S. Villata Rodrigo Agerri 57 2 0 07 Oct 2024
Enhancing adversarial robustness in Natural Language Inference using explanations Alexandros Koulakos Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou SILM AAML 43 0 0 11 Sep 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 42 13 0 27 Jul 2024
TokenSHAP: Interpreting Large Language Models with Monte Carlo Shapley Value Estimation Roni Goldshmidt Miriam Horovicz LLMAG 23 7 0 14 Jul 2024
CaT-BENCH: Benchmarking Language Model Understanding of Causal and Temporal Dependencies in Plans Yash Kumar Lal Vanya Cohen Nathanael Chambers Niranjan Balasubramanian Raymond Mooney ELM LRM ReLM 39 3 0 22 Jun 2024
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific Tasks Tangrui Li Jun Zhou 43 0 0 23 Apr 2024
Marking: Visual Grading with Highlighting Errors and Annotating Missing Bits Shashank Sonkar Naiming Liu D. B. Mallick Richard G. Baraniuk 35 4 0 22 Apr 2024
Exploring the Trade-off Between Model Performance and Explanation Plausibility of Text Classifiers Using Human Rationales Lucas Resck Marcos M. Raimundo Jorge Poco 50 1 0 03 Apr 2024
Towards a Framework for Evaluating Explanations in Automated Fact Verification Neema Kotonya Francesca Toni 37 5 0 29 Mar 2024
ChatGPT Rates Natural Language Explanation Quality Like Humans: But on Which Scales? Fan Huang Haewoon Kwak Kunwoo Park Jisun An ALM ELM AI4MH 40 12 0 26 Mar 2024
Learning To Guide Human Decision Makers With Vision-Language Models Debodeep Banerjee Stefano Teso Burcu Sayin Andrea Passerini 40 1 0 25 Mar 2024
How Interpretable are Reasoning Explanations from Prompting Large Language Models? Yeo Wei Jie Ranjan Satapathy Rick Mong Min Zhang ReLM LRM 57 17 0 19 Feb 2024
FaithLM: Towards Faithful Explanations for Large Language Models Yu-Neng Chuang Guanchu Wang Chia-Yuan Chang Ruixiang Tang Shaochen Zhong Fan Yang Mengnan Du Xuanting Cai Xia Hu LRM 77 0 0 07 Feb 2024
Are self-explanations from Large Language Models faithful? Andreas Madsen Sarath Chandar Siva Reddy LRM 30 25 0 15 Jan 2024
Rescue: Ranking LLM Responses with Partial Ordering to Improve Response Generation Yikun Wang Rui Zheng Haoming Li Qi Zhang Tao Gui Fei Liu OffRL 25 3 0 15 Nov 2023
Low-Rank Adaptation for Multilingual Summarization: An Empirical Study Chenxi Whitehouse Fantine Huot Jasmijn Bastings Mostafa Dehghani Chu-Cheng Lin Mirella Lapata 27 6 0 14 Nov 2023
Translating Legalese: Enhancing Public Understanding of Court Opinions with Legal Summarizers Elliott Ash Aniket Kesari Suresh Naidu Lena Song Dominik Stammbach ELM 32 5 0 11 Nov 2023
What Makes it Ok to Set a Fire? Iterative Self-distillation of Contexts and Rationales for Disambiguating Defeasible Social and Moral Situations Kavel Rao Liwei Jiang Valentina Pyatkin Yuling Gu Niket Tandon Nouha Dziri Faeze Brahman Yejin Choi 26 15 0 24 Oct 2023
REFER: An End-to-end Rationale Extraction Framework for Explanation Regularization Mohammad Reza Ghasemi Madani Pasquale Minervini 37 4 0 22 Oct 2023
Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-based NLG Method Pedram Salimi Nirmalie Wiratunga D. Corsar A. Wijekoon 21 1 0 03 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
FIND: A Function Description Benchmark for Evaluating Interpretability Methods Sarah Schwettmann Tamar Rott Shaham Joanna Materzyñska Neil Chowdhury Shuang Li Jacob Andreas David Bau Antonio Torralba 18 20 0 07 Sep 2023
Do Models Explain Themselves? Counterfactual Simulatability of Natural Language Explanations Yanda Chen Ruiqi Zhong Narutatsu Ri Chen Zhao He He Jacob Steinhardt Zhou Yu Kathleen McKeown LRM 34 47 0 17 Jul 2023
Neural models for Factual Inconsistency Classification with Explanations Tathagata Raha Mukund Choudhary Abhinav Menon Harshit Gupta KV Aditya Srivatsa Manish Gupta Vasudeva Varma 27 3 0 15 Jun 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 12 4 0 05 Jun 2023
Preconditioned Visual Language Inference with Weak Supervision Ehsan Qasemi Amani Maina-Kilaas Devadutta Dash Khalid Alsaggaf Muhao Chen 38 0 0 22 May 2023
Distilling Robustness into Natural Language Inference Models with Domain-Targeted Augmentation Joe Stacey Marek Rei 37 2 0 22 May 2023
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture Bingsheng Yao Ishan Jindal Lucian Popa Yannis Katsis Sayan Ghosh ... Yuxuan Lu Shashank Srivastava Yunyao Li James A. Hendler Dakuo Wang 34 11 0 22 May 2023
Solving NLP Problems through Human-System Collaboration: A Discussion-based Approach Masahiro Kaneko Graham Neubig Naoaki Okazaki 39 6 0 19 May 2023
Are Human Explanations Always Helpful? Towards Objective Evaluation of Human Natural Language Explanations Bingsheng Yao Prithviraj Sen Lucian Popa James A. Hendler Dakuo Wang XAI ELM FAtt 25 10 0 04 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
DIFFQG: Generating Questions to Summarize Factual Changes Jeremy R. Cole Palak Jain Julian Martin Eisenschlos Michael J.Q. Zhang Eunsol Choi Bhuwan Dhingra KELM 24 3 0 01 Mar 2023
Rationalization for Explainable NLP: A Survey Sai Gurrapu Ajay Kulkarni Lifu Huang Ismini Lourentzou Laura J. Freeman Feras A. Batarseh 36 31 0 21 Jan 2023
Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes Justin Reppert Ben Rachbach Charlie George Luke Stebbing Ju-Seung Byun Maggie Appleton Andreas Stuhlmuller ReLM LRM 43 17 0 04 Jan 2023
Generic Temporal Reasoning with Differential Analysis and Explanation Yu Feng Ben Zhou Haoyu Wang H. Jin Dan Roth OOD 31 19 0 20 Dec 2022
KNIFE: Distilling Reasoning Knowledge From Free-Text Rationales Aaron Chan Zhiyuan Zeng Wyatt Lake Brihi Joshi Hanjie Chen Xiang Ren ReLM LRM 37 1 0 19 Dec 2022
PINTO: Faithful Language Reasoning Using Prompt-Generated Rationales Peifeng Wang Aaron Chan Filip Ilievski Muhao Chen Xiang Ren LRM ReLM 21 59 0 03 Nov 2022
ExPUNations: Augmenting Puns with Keywords and Explanations Jiao Sun Anjali Narayan-Chen Shereen Oraby Alessandra Cervone Tagyoung Chung Jing Huang Yang Liu Nanyun Peng 21 10 0 24 Oct 2022
Challenges in Explanation Quality Evaluation Hendrik Schuff Heike Adel Peng Qi Ngoc Thang Vu XAI 38 3 0 13 Oct 2022
REV: Information-Theoretic Evaluation of Free-Text Rationales Hanjie Chen Faeze Brahman Xiang Ren Yangfeng Ji Yejin Choi Swabha Swayamdipta 92 23 0 10 Oct 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 117 109 0 22 Sep 2022
INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations Jialin Yu Alexandra I. Cristea Anoushka Harit Zhongtian Sun O. Aduragba Lei Shi Noura Al Moubayed 34 10 0 02 Sep 2022
Generating Intermediate Steps for NLI with Next-Step Supervision Deepanway Ghosal Somak Aditya Monojit Choudhury LRM 35 1 0 31 Aug 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 29 123 0 30 Aug 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 28 124 0 27 Jul 2022
Probing Classifiers are Unreliable for Concept Removal and Detection Abhinav Kumar Chenhao Tan Amit Sharma AAML 34 21 0 08 Jul 2022
FRAME: Evaluating Rationale-Label Consistency Metrics for Free-Text Rationales Aaron Chan Shaoliang Nie Liang Tan Xiaochang Peng Hamed Firooz Maziar Sanjabi Xiang Ren 52 9 0 02 Jul 2022
Investigating the Benefits of Free-Form Rationales Jiao Sun Swabha Swayamdipta Jonathan May Xuezhe Ma 24 14 0 25 May 2022