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:
- ☆26Jun 12, 2023Updated 2 years ago
- Code for the paper "Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers"☆18Dec 15, 2020Updated 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)☆61May 12, 2022Updated 3 years ago
- Code for NAACL 2022 paper "Reframing Human-AI Collaboration for Generating Free-Text Explanations"☆30Apr 28, 2023Updated 2 years ago
- This repository contains codes to explain One-Dimensional Convolutional Neural Networks (1D-CNN) using Layer-wise Relevance Propagation.☆13Aug 24, 2021Updated 4 years ago
- ☆19Oct 12, 2021Updated 4 years ago
- ☆11Dec 23, 2021Updated 4 years ago
- Repository for "Training Language Models To Explain Their Own Computations"☆21Dec 22, 2025Updated 3 months ago
- ☆19Mar 24, 2021Updated 4 years ago
- Robust Attribution Regularization☆16Feb 17, 2022Updated 4 years ago
- ☆19Jul 7, 2021Updated 4 years ago
- Preprint/draft article/blog on some explainable machine learning misconceptions. WIP!☆29Jul 13, 2019Updated 6 years ago
- This repository contains code for the paper "Uncertainty Estimation and Calibration with Finite-State Probabilistic RNNs" (Wang, Lawrence…☆17Mar 8, 2021Updated 5 years ago
- Tokenize and clean strings in Python☆11Jan 11, 2018Updated 8 years ago
- VertMetric: An abstractive summarization evaluation package. VERT stands for Versatile Evaluation of Reduced Texts.☆11Dec 20, 2018Updated 7 years ago
- MinScIE is an Open Information Extraction system which provides structured knowledge enriched with semantic information about citations.☆15Jun 9, 2019Updated 6 years ago
- ☆38Apr 29, 2023Updated 2 years ago
- ☆12Mar 26, 2021Updated 4 years ago
- This is the official implementation for the paper "Learning to Scaffold: Optimizing Model Explanations for Teaching"☆20May 19, 2022Updated 3 years ago
- ☆91Jun 6, 2022Updated 3 years ago
- Easy-to-use MIRAGE code for faithful answer attribution in RAG applications. Paper: https://aclanthology.org/2024.emnlp-main.347/☆26Mar 10, 2025Updated last year
- ☆17Aug 30, 2025Updated 6 months ago
- Explaining Image Classifiers by Counterfactual Generation☆28Apr 23, 2022Updated 3 years ago
- Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)☆27Mar 26, 2022Updated 3 years ago
- Interpretable Neural Predictions with Differentiable Binary Variables☆85May 7, 2021Updated 4 years ago
- Code accompanying the paper "Knowledge Base Completion Meets Transfer Learning"☆15Feb 21, 2024Updated 2 years ago
- Code for the paper "REV: Information-Theoretic Evaluation of Free-Text Rationales"☆16Aug 11, 2023Updated 2 years ago
- Interpretable Evaluation for AI Systems☆366Mar 10, 2023Updated 3 years ago
- ☆12May 13, 2023Updated 2 years ago
- ☆22Dec 13, 2023Updated 2 years ago
- Rationales for Sequential Predictions☆40Mar 10, 2022Updated 4 years ago
- CSCW 2023 Best Demo Award: Conversational AI Explanations to Support Human-AI Scientific Writing☆14Jun 25, 2023Updated 2 years ago
- Official Code for Towards Transparent and Explainable Attention Models paper (ACL 2020)☆35Jun 22, 2022Updated 3 years ago
- ☆18Oct 6, 2022Updated 3 years ago
- About Data and Codes for EMNLP 2023 System Demo Paper "QACHECK: A Demonstration System for Question-Guided Multi-Hop Fact-Checking"☆19Dec 19, 2023Updated 2 years ago
- Code associated with the paper: "Few-Shot Self-Rationalization with Natural Language Prompts"☆13Apr 27, 2022Updated 3 years ago
- A benchmark for understanding and evaluating rationales: http://www.eraserbenchmark.com/☆100Nov 11, 2022Updated 3 years ago
- Code for EMNLP 2021 paper "Measuring Association Between Labels and Free-Text Rationales"☆12Sep 12, 2023Updated 2 years ago