allenai / contrastive-explanations
Explaining neural decisions contrastively to alternative decisions.
☆24Updated 3 years ago
Alternatives and similar repositories for contrastive-explanations:
Users that are interested in contrastive-explanations are comparing it to the libraries listed below
- Code for paper "When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data"☆14Updated 4 years ago
- Code for paper "Search Methods for Sufficient, Socially-Aligned Feature Importance Explanations with In-Distribution Counterfactuals"☆17Updated 2 years ago
- ☆24Updated 3 years ago
- Code for paper "Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?"☆21Updated 4 years ago
- This is the official implementation for the paper "Learning to Scaffold: Optimizing Model Explanations for Teaching"☆19Updated 2 years ago
- Code for EMNLP 2021 paper "Measuring Association Between Labels and Free-Text Rationales"☆12Updated last year
- Code for the paper "Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers"☆17Updated 4 years ago
- Code associated with the paper: "Few-Shot Self-Rationalization with Natural Language Prompts"☆13Updated 2 years ago
- ☆44Updated last year
- Code for our paper: "GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models"☆53Updated last year
- ☆9Updated 3 years ago
- ☆15Updated 3 years ago
- Code for NAACL 2022 paper "Reframing Human-AI Collaboration for Generating Free-Text Explanations"☆31Updated last year
- In-context Example Selection with Influences☆15Updated last year
- Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)☆27Updated 2 years ago
- ☆26Updated 2 years ago
- A unified approach to explain conditional text generation models. Pytorch. The code of paper "Local Explanation of Dialogue Response Gene…☆17Updated 2 years ago
- [EMNLP 2021] Dataset and PyTorch Code for ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning☆11Updated 2 years ago
- ☆25Updated 3 years ago
- ☆24Updated last year
- [EMNLP 2020] "T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted Attack" by Boxin Wang, Hengzhi Pei, Boyuan Pan, Q…☆26Updated 3 years ago
- [ACL 2020] Towards Debiasing Sentence Representations☆64Updated 2 years ago
- NILE : Natural Language Inference with Faithful Natural Language Explanations☆30Updated last year
- Group-conditional DRO to alleviate spurious correlations☆15Updated 3 years ago
- EMNLP BlackBox NLP 2020: Searching for a Search Method: Benchmarking Search Algorithms for Generating NLP Adversarial Examples☆23Updated 4 years ago
- ☆38Updated last year
- ☆27Updated last year
- ReCross: Unsupervised Cross-Task Generalization via Retrieval Augmentation☆24Updated 2 years ago
- ☆18Updated 3 years ago
- Code for preprint: Summarizing Differences between Text Distributions with Natural Language☆42Updated 2 years ago