INK-USC / DIG
Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)
☆27Updated 3 years ago
Alternatives and similar repositories for DIG:
Users that are interested in DIG are comparing it to the libraries listed below
- ☆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
- Code associated with the paper: "Few-Shot Self-Rationalization with Natural Language Prompts"☆13Updated 2 years ago
- EMNLP 2021 - Frustratingly Simple Pretraining Alternatives to Masked Language Modeling☆31Updated 3 years ago
- Implementation for https://arxiv.org/abs/2005.00652☆28Updated 2 years ago
- Code for preprint: Summarizing Differences between Text Distributions with Natural Language☆42Updated 2 years ago
- [EMNLP 2020] Collective HumAn OpinionS on Natural Language Inference Data☆36Updated 2 years ago
- Code for the paper "Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers"☆17Updated 4 years ago
- ☆34Updated 3 years ago
- Code for Evaluating Explanations for Reading Comprehension with Realistic Counterfactuals.☆18Updated 3 years ago
- Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers☆20Updated 4 years ago
- A dataset for realistic evaluation of noisy label methods☆14Updated last year
- ☆24Updated last year
- ☆44Updated last year
- Code Repo for "Differentiable Open-Ended Commonsense Reasoning" (NAACL 2021)☆31Updated last year
- ReCross: Unsupervised Cross-Task Generalization via Retrieval Augmentation☆24Updated 2 years ago
- ☆39Updated 3 years ago
- ☆24Updated last year
- ☆11Updated 3 years ago
- ☆49Updated last year
- Code for EMNLP 2021 paper "Measuring Association Between Labels and Free-Text Rationales"☆12Updated last year
- Codebase for running (conditional) probing experiments☆23Updated 2 years ago
- Code for paper "Search Methods for Sufficient, Socially-Aligned Feature Importance Explanations with In-Distribution Counterfactuals"☆17Updated 2 years ago
- Implementation of the paper: "Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning…☆22Updated 3 years ago
- ☆63Updated 2 years ago
- ☆25Updated last year
- This is the official implementation for the paper "Learning to Scaffold: Optimizing Model Explanations for Teaching"☆19Updated 2 years ago
- Findings of ACL'2023: Optimizing Test-Time Query Representations for Dense Retrieval☆30Updated last year
- Code Repo for the ACL21 paper "Common Sense Beyond English: Evaluating and Improving Multilingual LMs for Commonsense Reasoning"☆22Updated 3 years ago
- A unified approach to explain conditional text generation models. Pytorch. The code of paper "Local Explanation of Dialogue Response Gene…☆17Updated 3 years ago