{"id":31218,"name":"layer_norm_expressivity_role","description":"Code for the paper \"On the Expressivity Role of LayerNorm in Transformers' Attention\" (Findings of ACL'2023)","url":"https://github.com/tech-srl/layer_norm_expressivity_role","last_synced_at":"2025-09-05T05:04:59.569Z","repository":{"id":161422720,"uuid":"635751847","full_name":"tech-srl/layer_norm_expressivity_role","owner":"tech-srl","description":"Code for the paper \"On the Expressivity Role of LayerNorm in Transformers' Attention\" (Findings of ACL'2023)","archived":false,"fork":false,"pushed_at":"2024-09-27T12:14:53.000Z","size":766,"stargazers_count":46,"open_issues_count":1,"forks_count":3,"subscribers_count":6,"default_branch":"main","last_synced_at":"2025-04-14T10:38:02.995Z","etag":null,"topics":["attention","layer-normalization","layernorm","transformers"],"latest_commit_sha":null,"homepage":"","language":"Python","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/tech-srl.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2023-05-03T11:37:03.000Z","updated_at":"2025-03-19T05:02:49.000Z","dependencies_parsed_at":null,"dependency_job_id":"10eabb00-6195-4444-b6c3-dec94fff95a1","html_url":"https://github.com/tech-srl/layer_norm_expressivity_role","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/tech-srl/layer_norm_expressivity_role","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tech-srl","download_url":"https://codeload.github.com/tech-srl/layer_norm_expressivity_role/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273713621,"owners_count":25154614,"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","status":"online","status_checked_at":"2025-09-05T02:00:09.113Z","response_time":402,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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"}},"owner":{"login":"tech-srl","name":"tech-srl","uuid":"8055382","kind":"organization","description":"","email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/8055382?v=4","repositories_count":25,"last_synced_at":"2024-03-26T13:56:57.433Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/tech-srl","funding_links":[],"total_stars":2711,"followers":31,"following":0,"created_at":"2022-11-03T20:53:17.500Z","updated_at":"2024-03-26T13:56:57.881Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tech-srl","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tech-srl/repositories"},"packages":null,"commits":{"id":4477742,"full_name":"tech-srl/layer_norm_expressivity_role","default_branch":"master","committers":null,"total_commits":null,"total_committers":null,"total_bot_commits":null,"total_bot_committers":null,"mean_commits":null,"dds":null,"past_year_committers":null,"past_year_total_commits":null,"past_year_total_committers":null,"past_year_total_bot_commits":null,"past_year_total_bot_committers":null,"past_year_mean_commits":null,"past_year_dds":null,"last_synced_at":null,"last_synced_commit":null,"created_at":"2024-11-08T03:41:33.497Z","updated_at":"2024-11-08T03:41:33.497Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.343Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"tech-srl/layer_norm_expressivity_role","html_url":"https://github.com/tech-srl/layer_norm_expressivity_role","last_synced_at":"2025-04-14T10:22:56.411Z","status":null,"issues_count":1,"pull_requests_count":0,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":0,"pull_requests_closed_count":0,"pull_request_authors_count":0,"issue_authors_count":1,"avg_comments_per_issue":2.0,"avg_comments_per_pull_request":null,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":1,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":1,"past_year_avg_comments_per_issue":2.0,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2024-11-08T03:41:33.777Z","updated_at":"2025-09-02T09:11:18.835Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/tech-srl%2Flayer_norm_expressivity_role/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":1},"pull_request_author_associations_count":{},"issue_authors":{"liveck":1},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.273Z","repositories_count":10070565,"issues_count":31248011,"pull_requests_count":95412886,"authors_count":10689197,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"NONE":1},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{"liveck":1},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"WatchEvent":11,"ForkEvent":1},"last_year":{"WatchEvent":11,"ForkEvent":1}},"keywords":["attention","layer-normalization","layernorm","transformers"],"dependencies":[],"score":null,"created_at":"2025-09-04T15:51:04.065Z","updated_at":"2025-10-07T08:13:22.058Z","avatar_url":"https://github.com/tech-srl.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/31218","html_url":"https://science.ecosyste.ms/projects/31218","bibtex_url":"https://science.ecosyste.ms/projects/31218/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/31218/export.apalike"}