sebastianGehrmann / CausalMediationAnalysis
Code for the paper "Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias"
☆74Updated 3 years ago
Alternatives and similar repositories for CausalMediationAnalysis:
Users that are interested in CausalMediationAnalysis are comparing it to the libraries listed below
- [ACL 2020] Towards Debiasing Sentence Representations☆64Updated 2 years ago
- [ICML 2021] Towards Understanding and Mitigating Social Biases in Language Models☆60Updated 2 years ago
- ☆87Updated 2 years ago
- Code and test data for "On Measuring Bias in Sentence Encoders", to appear at NAACL 2019.☆54Updated 3 years ago
- Dataset + classifier tools to study social perception biases in natural language generation☆67Updated last year
- Framework for controlling demographic biases in NLG (using adversarial prompts)☆20Updated last year
- This repository contains the code for "Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP".☆87Updated 3 years ago
- CausaLM: Causal Model Explanation Through Counterfactual Language Models☆55Updated 4 years ago
- ☆96Updated 2 years ago
- A benchmark for understanding and evaluating rationales: http://www.eraserbenchmark.com/☆96Updated 2 years ago
- ☆42Updated last year
- ☆37Updated 3 years ago
- Learning the Difference that Makes a Difference with Counterfactually-Augmented Data☆169Updated 3 years ago
- Methods of training NLP models to ignored biased strategies☆55Updated last year
- [EMNLP 2020] Collective HumAn OpinionS on Natural Language Inference Data☆36Updated 2 years ago
- Code for the paper "Implicit Representations of Meaning in Neural Language Models"☆50Updated last year
- A Diagnostic Study of Explainability Techniques for Text Classification☆66Updated 4 years ago
- tianlu-wang / Identifying-and-Mitigating-Spurious-Correlations-for-Improving-Robustness-in-NLP-ModelsNAACL 2022 Findings☆16Updated 2 years ago
- ☆24Updated 3 years ago
- Data and code for our paper "Exploring and Predicting Transferability across NLP Tasks", to appear at EMNLP 2020.☆49Updated 3 years ago
- ☆63Updated 4 years ago
- Rationales for Sequential Predictions☆40Updated 2 years ago
- Code for the paper "Measuring Bias in Contextualized Word Representations"☆35Updated 5 years ago
- Official Code for the papers: "Controlled Text Generation as Continuous Optimization with Multiple Constraints" and "Gradient-based Const…☆58Updated 10 months ago
- Code for paper "Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?"☆20Updated 4 years ago
- ACL 2022: An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models.☆130Updated last month
- ☆81Updated 9 months ago
- OOD Generalization and Detection (ACL 2020)☆60Updated 4 years ago
- Code for preprint: Summarizing Differences between Text Distributions with Natural Language☆42Updated last year
- ☆58Updated 2 years ago