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2012.01786
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Self-Explaining Structures Improve NLP Models
3 December 2020
Zijun Sun
Chun Fan
Qinghong Han
Xiaofei Sun
Yuxian Meng
Leilei Gan
Jiwei Li
MILM
XAI
LRM
FAtt
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Papers citing
"Self-Explaining Structures Improve NLP Models"
19 / 19 papers shown
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
Jabez Magomere
Elena Kochkina
Samuel Mensah
Simerjot Kaur
Charese Smiley
427
4
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
389
1
0
02 Apr 2025
MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
Vlad-Andrei Negru
Robert Vacareanu
Camelia Lemnaru
Mihai Surdeanu
Rodica Potolea
562
2
0
13 Feb 2025
Enhancing adversarial robustness in Natural Language Inference using explanations
BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackBoxNLP), 2024
Alexandros Koulakos
Maria Lymperaiou
Giorgos Filandrianos
Giorgos Stamou
SILM
AAML
461
4
0
11 Sep 2024
Combining Denoising Autoencoders with Contrastive Learning to fine-tune Transformer Models
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Alejo López-Ávila
Víctor Suárez-Paniagua
238
5
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
235
1
0
15 Feb 2024
Temporal Validity Change Prediction
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Georg Wenzel
Adam Jatowt
297
1
0
01 Jan 2024
Proto-lm: A Prototypical Network-Based Framework for Built-in Interpretability in Large Language Models
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Sean Xie
Soroush Vosoughi
Saeed Hassanpour
368
8
0
03 Nov 2023
PROMINET: Prototype-based Multi-View Network for Interpretable Email Response Prediction
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Yuqing Wang
Prashanth Vijayaraghavan
Ehsan Degan
203
4
0
25 Oct 2023
An Overview Of Temporal Commonsense Reasoning and Acquisition
Georg Wenzel
Adam Jatowt
ReLM
LRM
495
13
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
165
1
0
31 May 2023
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference
European Conference on Information Retrieval (ECIR), 2022
Maren Pielka
Svetlana Schmidt
Lisa Pucknat
R. Sifa
CLIP
AI4CE
409
4
0
14 Dec 2022
YATO: Yet Another deep learning based Text analysis Open toolkit
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Zeqiang Wang
Yile Wang
Jiageng Wu
Zhiyang Teng
Jie Yang
525
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
143
7
0
13 Sep 2022
Lexicon-based Methods vs. BERT for Text Sentiment Analysis
International Joint Conference on the Analysis of Images, Social Networks and Texts (AISNT), 2021
A. Kotelnikova
D. Paschenko
Klavdiya Olegovna Bochenina
Evgeny Kotelnikov
128
27
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
262
53
0
20 Oct 2021
Humanly Certifying Superhuman Classifiers
Xingliang Yuan
Christian J. Walder
Chenchen Xu
ELM
184
0
0
16 Sep 2021
Current Landscape of the Russian Sentiment Corpora
Evgeny Kotelnikov
173
4
0
28 Jun 2021
Supervising Model Attention with Human Explanations for Robust Natural Language Inference
AAAI Conference on Artificial Intelligence (AAAI), 2021
Joe Stacey
Yonatan Belinkov
Marek Rei
320
52
0
16 Apr 2021
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