Self-Explaining Structures Improve NLP Models

3 December 2020

Jiwei Li

Papers citing "Self-Explaining Structures Improve NLP Models"

21 / 21 papers shown

Title
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking Jabez Magomere Elena Kochkina Samuel Mensah Simerjot Kaur Charese Smiley 27 0 0 22 Apr 2025
From Text to Graph: Leveraging Graph Neural Networks for Enhanced Explainability in NLP Fabio Yáñez-Romero Andrés Montoyo Armando Suárez Yoan Gutiérrez Ruslan Mitkov 44 0 0 02 Apr 2025
MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing Vlad-Andrei Negru Robert Vacareanu Camelia Lemnaru Mihai Surdeanu Rodica Potolea 94 0 0 13 Feb 2025
Enhancing adversarial robustness in Natural Language Inference using explanations Alexandros Koulakos Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou SILM AAML 35 0 0 11 Sep 2024
Combining Denoising Autoencoders with Contrastive Learning to fine-tune Transformer Models Alejo López-Ávila Víctor Suárez-Paniagua 19 1 0 23 May 2024
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion Ying Su Tianqing Fang Huiru Xiao Weiqi Wang Yangqiu Song Tong Zhang Lei Chen 19 0 0 15 Feb 2024
Temporal Validity Change Prediction Georg Wenzel Adam Jatowt 16 0 0 01 Jan 2024
Proto-lm: A Prototypical Network-Based Framework for Built-in Interpretability in Large Language Models Sean Xie Soroush Vosoughi Saeed Hassanpour 41 3 0 03 Nov 2023
PROMINET: Prototype-based Multi-View Network for Interpretable Email Response Prediction Yuqing Wang Prashanth Vijayaraghavan Ehsan Degan 6 4 0 25 Oct 2023
An Overview Of Temporal Commonsense Reasoning and Acquisition Georg Wenzel Adam Jatowt ReLM LRM 23 9 0 28 Jul 2023
Examining the Emergence of Deductive Reasoning in Generative Language Models Peter Belcak Luca A. Lanzendörfer Roger Wattenhofer ReLM ELM LRM AI4CE 11 0 0 31 May 2023
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference Maren Pielka Svetlana Schmidt Lisa Pucknat R. Sifa CLIP AI4CE 19 2 0 14 Dec 2022
YATO: Yet Another deep learning based Text analysis Open toolkit Zeqiang Wang Yile Wang Jiageng Wu Zhiyang Teng Jie Yang 32 3 0 28 Sep 2022
CNN-Trans-Enc: A CNN-Enhanced Transformer-Encoder On Top Of Static BERT representations for Document Classification Charaf Eddine Benarab Shenglin Gui 19 6 0 13 Sep 2022
Lexicon-based Methods vs. BERT for Text Sentiment Analysis A. Kotelnikova D. Paschenko Klavdiya Olegovna Bochenina Evgeny Kotelnikov 17 17 0 19 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
Humanly Certifying Superhuman Classifiers Qiongkai Xu Christian J. Walder Chenchen Xu ELM 27 0 0 16 Sep 2021
Current Landscape of the Russian Sentiment Corpora Evgeny Kotelnikov 21 4 0 28 Jun 2021
Supervising Model Attention with Human Explanations for Robust Natural Language Inference Joe Stacey Yonatan Belinkov Marek Rei 25 45 0 16 Apr 2021
Description Based Text Classification with Reinforcement Learning Duo Chai Wei Yu Wu Qinghong Han Fei Wu Jiwei Li VLM 110 66 0 08 Feb 2020
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 245 914 0 21 Apr 2018