ProtoTEx: Explaining Model Decisions with Prototype Tensors

11 April 2022

Matthew Lease

Papers citing "ProtoTEx: Explaining Model Decisions with Prototype Tensors"

20 / 20 papers shown

Title
A Transformer and Prototype-based Interpretable Model for Contextual Sarcasm Detection Ximing Wen Rezvaneh Rezapour 36 0 0 14 Mar 2025
Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checking Greta Warren Irina Shklovski Isabelle Augenstein OffRL 70 4 0 13 Feb 2025
Regulation of Language Models With Interpretability Will Likely Result In A Performance Trade-Off Eoin M. Kenny Julie A. Shah 66 0 0 12 Dec 2024
GAProtoNet: A Multi-head Graph Attention-based Prototypical Network for Interpretable Text Classification Ximing Wen Wenjuan Tan Rosina O. Weber 14 2 0 20 Sep 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 32 10 0 27 Jul 2024
Exploring the Plausibility of Hate and Counter Speech Detectors with Explainable AI Adrian Jaques Böck D. Slijepcevic Matthias Zeppelzauer 37 0 0 25 Jul 2024
They Look Like Each Other: Case-based Reasoning for Explainable Depression Detection on Twitter using Large Language Models Mohammad Saeid Mahdavinejad Peyman Adibi A. Monadjemi Pascal Hitzler 21 0 0 21 Jul 2024
Robust Text Classification: Analyzing Prototype-Based Networks Zhivar Sourati D. Deshpande Filip Ilievski Kiril Gashteovski S. Saralajew OOD OffRL 26 2 0 11 Nov 2023
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
Interpretable-by-Design Text Understanding with Iteratively Generated Concept Bottleneck Josh Magnus Ludan Qing Lyu Yue Yang Liam Dugan Mark Yatskar Chris Callison-Burch 24 4 0 30 Oct 2023
Large Language Models Help Humans Verify Truthfulness -- Except When They Are Convincingly Wrong Chenglei Si Navita Goyal Sherry Tongshuang Wu Chen Zhao Shi Feng Hal Daumé Jordan L. Boyd-Graber LRM 33 39 0 19 Oct 2023
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations Nils Feldhus Qianli Wang Tatiana Anikina Sahil Chopra Cennet Oguz Sebastian Möller 24 9 0 09 Oct 2023
The State of Human-centered NLP Technology for Fact-checking Anubrata Das Houjiang Liu Venelin Kovatchev Matthew Lease HILM 19 61 0 08 Jan 2023
Explainability of Text Processing and Retrieval Methods: A Critical Survey Sourav Saha Debapriyo Majumdar Mandar Mitra 8 5 0 14 Dec 2022
Robust and Explainable Identification of Logical Fallacies in Natural Language Arguments Zhivar Sourati Vishnu Priya Prasanna Venkatesh D. Deshpande Himanshu Rawlani Filip Ilievski Hông-Ân Sandlin Alain Mermoud AAML 29 20 0 12 Dec 2022
Intermediate Entity-based Sparse Interpretable Representation Learning Diego Garcia-Olano Yasumasa Onoe Joydeep Ghosh Byron C. Wallace 9 2 0 03 Dec 2022
This Patient Looks Like That Patient: Prototypical Networks for Interpretable Diagnosis Prediction from Clinical Text Betty van Aken Jens-Michalis Papaioannou M. Naik G. Eleftheriadis Wolfgang Nejdl Felix Alexander Gers Alexander Loser 22 10 0 16 Oct 2022
Benchmarking and Survey of Explanation Methods for Black Box Models F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 30 215 0 25 Feb 2021
Explainable Automated Fact-Checking for Public Health Claims Neema Kotonya Francesca Toni 216 249 0 19 Oct 2020
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 225 3,672 0 28 Feb 2017