{"id":26988594,"url":"https://github.com/ethical-spectacle/.github","last_synced_at":"2026-01-12T07:28:40.466Z","repository":{"id":255119407,"uuid":"848588883","full_name":"Ethical-Spectacle/.github","owner":"Ethical-Spectacle","description":null,"archived":false,"fork":false,"pushed_at":"2024-08-28T06:15:26.000Z","size":6,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-04-03T20:34:20.076Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"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":"2024-08-28T03:22:07.000Z","updated_at":"2024-08-28T06:15:29.000Z","dependencies_parsed_at":"2024-08-28T05:22:04.546Z","dependency_job_id":"438d851c-c72e-459c-b33d-94743c555eba","html_url":"https://github.com/Ethical-Spectacle/.github","commit_stats":null,"previous_names":["ethical-spectacle/.github"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Ethical-Spectacle/.github","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2F.github","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2F.github/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2F.github/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2F.github/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Ethical-Spectacle","download_url":"https://codeload.github.com/Ethical-Spectacle/.github/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ethical-Spectacle%2F.github/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28336518,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-12T06:09:07.588Z","status":"ssl_error","status_checked_at":"2026-01-12T06:05:18.301Z","response_time":98,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":"2025-04-03T20:27:32.553Z","updated_at":"2026-01-12T07:28:40.450Z","avatar_url":"https://github.com/Ethical-Spectacle.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Welcome to Our Research Group\n\nWe're a non-profit, open-source research group exploring ethical implications and solutions created by state-of-the-art AI/ML developments.\n\n[💻Website](https://ethicalspectacle.org) | [🎓LinkedIn](https://www.linkedin.com/company/ethicalspectacle/) | [👾Discord](https://discord.gg/MMkUr6P8zv) | [📅Meetup](https://www.meetup.com/ethical-spectacle-research/?eventOrigin=event_home_page)\n\n[📅Upcoming Hackathons + Workshops](https://ethicalspectacle.org/hackathons) | [🧠Hackathon Leaderboard](https://ethicalspectacle.org/leaderboard)\n\n---\n\n## Current Projects:\n\nOver the summer, our researchers made big strides studying bias detection and agentic network effects.\n\n### Bias Detection\n\n[Project Repo](https://github.com/Ethical-Spectacle/bias-detection/tree/main)\n\n- This is our founding project!!\n- We improved upon the architecture proposed in recent bias detection papers, creating models for bias detection and classification in text.\n- **Binary Classification:**\n    - Blog Post: [BERT for Bias Detection in Text](https://huggingface.co/blog/maximuspowers/bias-detection-in-text)\n- **Named Entity Recognition (NER):** We built a synthetic dataset and trained a model to identify generalizations, unfairness, and stereotypes. With these multi-label token classifications, we can detect nested entities (imagine grammarly for social bias).\n    - **Blog Post:** [Social Bias NER with BERT](https://huggingface.co/blog/maximuspowers/bias-entity-recognition)\n    - **Live Model:** [HF Space](https://huggingface.co/spaces/maximuspowers/bias-detection-ner)\n    - **Model Repo:** [HuggingFace](https://huggingface.co/maximuspowers/bias-detection-ner)\n- Research paper with our experiments coming in the end of Sept.\n- Build something cool with our model at our [Sept 27-29 social bias hackathon](https://ethicalspectacle.org/hackathon?id=8), or learn about it in our [workshops](https://www.meetup.com/ethical-spectacle-research/events/302141069/?eventOrigin=group_events_list)\n\nResearchers:\n\n\n### Agents Social Network\n\n[Project Repo](https://github.com/Ethical-Spectacle/agents-social-network)\n\n- We use DSPy to build a network where agents can interact, store ideas, and reshare them between 1-on-1 interactions.\n- In our research paper (Nov '24) we'll demonstrate the experiments that went into ensure the network's safety, such as stress tests, toxicity guardrails, and relevance evaluations.\n- Build the front-end logic to trigger agent interactions between users in our [Agents Hackathon](https://ethicalspectacle.org/hackathon?id=10), check the [project repo](https://github.com/Ethical-Spectacle/agents-social-network) for an example of what you could build.\n- Lot's more info and workshops to come soon from this project!!\n\nResearchers:\n\n\n---\n\nPartners:\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethical-spectacle%2F.github","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fethical-spectacle%2F.github","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethical-spectacle%2F.github/lists"}