sebastianGehrmann / CausalMediationAnalysisLinks
Code for the paper "Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias"
☆77Updated 3 years ago
Alternatives and similar repositories for CausalMediationAnalysis
Users that are interested in CausalMediationAnalysis are comparing it to the libraries listed below
Sorting:
- ☆89Updated 2 years ago
- [ICML 2021] Towards Understanding and Mitigating Social Biases in Language Models☆61Updated 2 years ago
- [ACL 2020] Towards Debiasing Sentence Representations☆66Updated 2 years ago
- Dataset + classifier tools to study social perception biases in natural language generation☆69Updated last year
- ☆44Updated last year
- ☆97Updated 2 years ago
- ACL 2022: An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models.☆137Updated 5 months ago
- Code and test data for "On Measuring Bias in Sentence Encoders", to appear at NAACL 2019.☆55Updated 4 years ago
- Learning the Difference that Makes a Difference with Counterfactually-Augmented Data☆170Updated 4 years 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
- CausaLM: Causal Model Explanation Through Counterfactual Language Models☆55Updated 4 years ago
- ☆24Updated 3 years ago
- Repository describing example random control tasks for designing and interpreting neural probes☆32Updated 2 years ago
- Code for the paper "Implicit Representations of Meaning in Neural Language Models"☆54Updated 2 years ago
- [EMNLP 2020] Collective HumAn OpinionS on Natural Language Inference Data☆36Updated 3 years ago
- A curated list of awesome datasets with human label variation (un-aggregated labels) in Natural Language Processing and Computer Vision, …☆83Updated last year
- Code for paper "Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language?"☆21Updated 4 years ago
- Methods of training NLP models to ignored biased strategies☆55Updated 2 years ago
- Materials for EACL2024 tutorial: Transformer-specific Interpretability☆54Updated last year
- ☆39Updated 3 years ago
- This repository accompanies our paper “Do Prompt-Based Models Really Understand the Meaning of Their Prompts?”☆85Updated 3 years ago
- EMNLP 2022: "MABEL: Attenuating Gender Bias using Textual Entailment Data" https://arxiv.org/abs/2210.14975☆37Updated last year
- tianlu-wang / Identifying-and-Mitigating-Spurious-Correlations-for-Improving-Robustness-in-NLP-ModelsNAACL 2022 Findings☆15Updated 3 years ago
- Pytorch implementation of DiffMask☆55Updated last year
- ☆26Updated 2 years ago
- A Diagnostic Study of Explainability Techniques for Text Classification☆67Updated 4 years ago
- This is a repository with the code for the EMNLP 2020 paper "Information-Theoretic Probing with Minimum Description Length"☆71Updated 9 months ago
- Codebase for running (conditional) probing experiments☆22Updated 2 years ago
- ☆58Updated 3 years ago
- ☆18Updated last year