sebastianGehrmann / CausalMediationAnalysisLinks
Code for the paper "Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias"
☆80Updated 3 years ago
Alternatives and similar repositories for CausalMediationAnalysis
Users that are interested in CausalMediationAnalysis are comparing it to the libraries listed below
Sorting:
- [ACL 2020] Towards Debiasing Sentence Representations☆66Updated 2 years ago
- [ICML 2021] Towards Understanding and Mitigating Social Biases in Language Models☆61Updated 2 years ago
- ☆89Updated 3 years ago
- Learning the Difference that Makes a Difference with Counterfactually-Augmented Data☆170Updated 4 years ago
- ☆86Updated last year
- ☆97Updated 2 years ago
- CausaLM: Causal Model Explanation Through Counterfactual Language Models☆55Updated 5 years ago
- Methods of training NLP models to ignored biased strategies☆55Updated 2 years ago
- ☆24Updated 4 years ago
- ☆63Updated 5 years ago
- ☆89Updated 3 months ago
- Code for the paper "Implicit Representations of Meaning in Neural Language Models"☆54Updated 2 years ago
- Dataset + classifier tools to study social perception biases in natural language generation☆70Updated 2 years ago
- Code for paper "Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?"☆22Updated 4 years ago
- [EMNLP 2020] Collective HumAn OpinionS on Natural Language Inference Data☆38Updated 3 years ago
- Repository describing example random control tasks for designing and interpreting neural probes☆32Updated 3 years ago
- Framework for controlling demographic biases in NLG (using adversarial prompts)☆20Updated 2 years ago
- Code for the paper "Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers"☆17Updated 4 years ago
- This is a repository with the code for the EMNLP 2020 paper "Information-Theoretic Probing with Minimum Description Length"☆71Updated 11 months ago
- This repository accompanies our paper “Do Prompt-Based Models Really Understand the Meaning of Their Prompts?”☆85Updated 3 years ago
- ☆26Updated 4 years ago
- Code and test data for "On Measuring Bias in Sentence Encoders", to appear at NAACL 2019.☆56Updated 4 years ago
- ☆45Updated last year
- [ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Y…☆85Updated last year
- To analyze and remove gender bias in coreference resolution systems☆79Updated 3 months ago
- This repository contains the code for "Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP".☆88Updated 3 years ago
- A benchmark for understanding and evaluating rationales: http://www.eraserbenchmark.com/☆97Updated 2 years ago
- Data and code for our paper "Exploring and Predicting Transferability across NLP Tasks", to appear at EMNLP 2020.☆50Updated 4 years ago
- A Diagnostic Study of Explainability Techniques for Text Classification☆68Updated 4 years ago
- "Understanding Dataset Difficulty with V-Usable Information" (ICML 2022, outstanding paper)☆87Updated last year