Towards Explainable NLP: A Generative Explanation Framework for Text Classification

1 November 2018

Papers citing "Towards Explainable NLP: A Generative Explanation Framework for Text Classification"

28 / 28 papers shown

Title
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Mahdi Dhaini Ege Erdogan Nils Feldhus Gjergji Kasneci 49 0 0 02 May 2025
AI Enabled User-Specific Cyberbullying Severity Detection with Explainability Tabia Tanzin Prama Jannatul Ferdaws Amrin M. Anwar Iqbal H. Sarker 46 0 0 04 Mar 2025
Towards Efficient and Explainable Hate Speech Detection via Model Distillation Paloma Piot Javier Parapar 83 173 0 18 Dec 2024
DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection Sangpil Youm Brodie Mather Chathuri Jayaweera Juliana Prada Bonnie J. Dorr VLM 38 0 0 12 Jul 2024
Evaluating Saliency Explanations in NLP by Crowdsourcing Xiaotian Lu Jiyi Li Zhen Wan Xiaofeng Lin Koh Takeuchi Hisashi Kashima XAI FAtt LRM 27 1 0 17 May 2024
Exploring the Trade-off Between Model Performance and Explanation Plausibility of Text Classifiers Using Human Rationales Lucas Resck Marcos M. Raimundo Jorge Poco 47 1 0 03 Apr 2024
Explaining high-dimensional text classifiers Odelia Melamed Rich Caruana 23 0 0 22 Nov 2023
Towards Human-Centred Explainability Benchmarks For Text Classification Viktor Schlegel Erick Mendez Guzman R. Batista-Navarro 18 5 0 10 Nov 2022
Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection Jiyun Kim Byounghan Lee Kyung-ah Sohn 21 13 0 01 Nov 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 27 82 0 13 Oct 2022
Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research Zhibo Zhang H. A. Hamadi Ernesto Damiani C. Yeun Fatma Taher AAML 29 148 0 31 Aug 2022
PEER: A Collaborative Language Model Timo Schick Jane Dwivedi-Yu Zhengbao Jiang Fabio Petroni Patrick Lewis Gautier Izacard Qingfei You Christoforos Nalmpantis Edouard Grave Sebastian Riedel ALM 50 93 0 24 Aug 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 40 9 0 02 Jul 2022
Towards Explainable Evaluation Metrics for Natural Language Generation Christoph Leiter Piyawat Lertvittayakumjorn M. Fomicheva Wei-Ye Zhao Yang Gao Steffen Eger AAML ELM 22 20 0 21 Mar 2022
Interpretable Low-Resource Legal Decision Making R. Bhambhoria Hui Liu Samuel Dahan Xiao-Dan Zhu ELM AILaw 24 9 0 01 Jan 2022
Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View Di Jin Elena Sergeeva W. Weng Geeticka Chauhan Peter Szolovits OOD 31 55 0 05 Dec 2021
Few-Shot Self-Rationalization with Natural Language Prompts Ana Marasović Iz Beltagy Doug Downey Matthew E. Peters LRM 26 106 0 16 Nov 2021
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 17 44 0 20 Oct 2021
D-REX: Dialogue Relation Extraction with Explanations Alon Albalak Varun R. Embar Yi-Lin Tuan Lise Getoor Luu Anh Tuan 59 9 0 10 Sep 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 33 48 0 20 Mar 2021
Explainability of deep vision-based autonomous driving systems: Review and challenges Éloi Zablocki H. Ben-younes P. Pérez Matthieu Cord XAI 37 169 0 13 Jan 2021
Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision Max Glockner Ivan Habernal Iryna Gurevych LRM 27 25 0 07 Oct 2020
PRover: Proof Generation for Interpretable Reasoning over Rules Swarnadeep Saha Sayan Ghosh Shashank Srivastava Joey Tianyi Zhou ReLM LRM 23 77 0 06 Oct 2020
Explaining Black Box Predictions and Unveiling Data Artifacts through Influence Functions Xiaochuang Han Byron C. Wallace Yulia Tsvetkov MILM FAtt AAML TDI 23 164 0 14 May 2020
Explainable Deep Learning: A Field Guide for the Uninitiated Gabrielle Ras Ning Xie Marcel van Gerven Derek Doran AAML XAI 38 370 0 30 Apr 2020
A Framework for Explainable Text Classification in Legal Document Review Christian J. Mahoney Jianping Zhang Nathaniel Huber-Fliflet Peter Gronvall Haozhen Zhao AILaw 14 32 0 19 Dec 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 255 620 0 04 Dec 2018
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014