A Diagnostic Study of Explainability Techniques for Text Classification
☆70Oct 23, 2020Updated 5 years ago
Alternatives and similar repositories for xai-benchmark
Users that are interested in xai-benchmark are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆27Jun 12, 2023Updated 3 years ago
- Code for the paper "Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers"☆18Dec 15, 2020Updated 5 years ago
- This repository contains codes to explain One-Dimensional Convolutional Neural Networks (1D-CNN) using Layer-wise Relevance Propagation.☆13Aug 24, 2021Updated 5 years ago
- AAAI 2022 paper - Unifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction☆17Dec 23, 2021Updated 4 years ago
- Interpreting Language Models with Contrastive Explanations (EMNLP 2022 Best Paper Honorable Mention)☆62May 12, 2022Updated 4 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Code for NAACL 2022 paper "Reframing Human-AI Collaboration for Generating Free-Text Explanations"☆29Apr 28, 2023Updated 3 years ago
- Code for Evaluating Explanations for Reading Comprehension with Realistic Counterfactuals.☆17Apr 25, 2021Updated 5 years ago
- ☆11Dec 23, 2021Updated 4 years ago
- Code for gradient rollback, which explains predictions of neural matrix factorization models, as for example used for knowledge base comp…☆21Mar 16, 2021Updated 5 years ago
- Pytorch implementation of DiffMask☆58Jun 12, 2023Updated 3 years ago
- ☆19Jul 7, 2021Updated 5 years ago
- Preprint/draft article/blog on some explainable machine learning misconceptions. WIP!☆29Jul 13, 2019Updated 7 years ago
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆81Dec 8, 2022Updated 3 years ago
- Tokenize and clean strings in Python☆11Jan 11, 2018Updated 8 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Easy-to-use MIRAGE code for faithful answer attribution in RAG applications. Paper: https://aclanthology.org/2024.emnlp-main.347/☆25Mar 10, 2025Updated last year
- Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)☆27Mar 26, 2022Updated 4 years ago
- MinScIE is an Open Information Extraction system which provides structured knowledge enriched with semantic information about citations.☆15Jun 9, 2019Updated 7 years ago
- VertMetric: An abstractive summarization evaluation package. VERT stands for Versatile Evaluation of Reduced Texts.☆12Dec 20, 2018Updated 7 years ago
- Explaining Image Classifiers by Counterfactual Generation☆27Apr 23, 2022Updated 4 years ago
- ☆38Apr 29, 2023Updated 3 years ago
- ☆12Mar 26, 2021Updated 5 years ago
- This is the official implementation for the paper "Learning to Scaffold: Optimizing Model Explanations for Teaching"☆20May 19, 2022Updated 4 years ago
- Code accompanying the paper "Knowledge Base Completion Meets Transfer Learning"☆15Feb 21, 2024Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Interpretable Evaluation for AI Systems☆364Mar 10, 2023Updated 3 years ago
- Official Code for Towards Transparent and Explainable Attention Models paper (ACL 2020)☆36Jun 22, 2022Updated 4 years ago
- CSCW 2023 Best Demo Award: Conversational AI Explanations to Support Human-AI Scientific Writing☆15Jun 25, 2023Updated 3 years ago
- Code for the paper "REV: Information-Theoretic Evaluation of Free-Text Rationales"☆16Aug 11, 2023Updated 3 years ago
- About Data and Codes for EMNLP 2023 System Demo Paper "QACHECK: A Demonstration System for Question-Guided Multi-Hop Fact-Checking"☆20Dec 19, 2023Updated 2 years ago
- ☆18Oct 6, 2022Updated 4 years ago
- Scalable Automatic Visual Summarization of Concepts in Deep Neural Networks☆20May 11, 2022Updated 4 years ago
- A benchmark for understanding and evaluating rationales: http://www.eraserbenchmark.com/☆102Nov 11, 2022Updated 3 years ago
- PyTorch implementation of SmoothTaylor☆15Sep 5, 2021Updated 5 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- ☆20Jan 23, 2020Updated 6 years ago
- Corpus and code for Aligned Recipe Actions (ARA) corpus, EMNLP 2021☆10May 22, 2024Updated 2 years ago
- Official Code Implementation of the paper : XAI for Transformers: Better Explanations through Conservative Propagation☆66Feb 14, 2022Updated 4 years ago
- Tensorflow implementation of Invariant Rationalization☆50Feb 16, 2023Updated 3 years ago
- ☆11Jul 6, 2023Updated 3 years ago
- [ICLR 2023] PyTorch code of Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees☆23Jun 19, 2023Updated 3 years ago
- Code for paper "Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?"☆21Oct 13, 2020Updated 6 years ago