{"id":26988602,"url":"https://github.com/ethical-spectacle/bias-detection","last_synced_at":"2025-04-03T20:27:34.292Z","repository":{"id":253032287,"uuid":"842253179","full_name":"Ethical-Spectacle/bias-detection","owner":"Ethical-Spectacle","description":"Named entity recognition and binary classification of text sequences","archived":false,"fork":false,"pushed_at":"2024-08-28T06:37:42.000Z","size":3339,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2024-08-28T07:45:05.960Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Ethical-Spectacle.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-08-14T01:26:09.000Z","updated_at":"2024-08-28T06:37:45.000Z","dependencies_parsed_at":"2024-08-14T03:31:31.493Z","dependency_job_id":"e39975f8-4b6f-4f15-b876-cfaafc147239","html_url":"https://github.com/Ethical-Spectacle/bias-detection","commit_stats":null,"previous_names":["ethical-spectacle/bias-detection"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2Fbias-detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2Fbias-detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2Fbias-detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2Fbias-detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Ethical-Spectacle","download_url":"https://codeload.github.com/Ethical-Spectacle/bias-detection/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247073215,"owners_count":20879019,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-04-03T20:27:33.599Z","updated_at":"2025-04-03T20:27:34.284Z","avatar_url":"https://github.com/Ethical-Spectacle.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🔍 Bias Detection in Text\n\nThis is where you can find all the resources we used to build datasets and models for bias detection this summer.\n\n## NER (Token-level)\n\n💻 [Notebook](NER/ner_annotation_pipeline.ipynb) for annotating any dataset with the entities: Generalizations, Unfairness, and Stereotypes.\n\n💻 [Notebook](NER/ner_bert_training.ipynb) for training BERT for multi-label token classification (for nested entities).\n\n## Binary Classification (Sequence-level)\n\n💻 [Notebook](BinaryClassification/bert_bias_binary_training.ipynb) for training BERT to classify entire text sequences with a 0-1 probability of social bias.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethical-spectacle%2Fbias-detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fethical-spectacle%2Fbias-detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethical-spectacle%2Fbias-detection/lists"}