{"id":124649,"url":"https://github.com/princeton-nlp/LESS","last_synced_at":"2026-06-16T15:30:37.763Z","repository":{"id":221547267,"uuid":"747848740","full_name":"princeton-nlp/LESS","owner":"princeton-nlp","description":"[ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning","archived":false,"fork":false,"pushed_at":"2024-10-20T03:11:58.000Z","size":375,"stargazers_count":520,"open_issues_count":18,"forks_count":45,"subscribers_count":3,"default_branch":"main","last_synced_at":"2026-03-29T01:34:15.952Z","etag":null,"topics":["data","data-selection","influence","instruction-tuning","llama","llm","mistral"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/princeton-nlp.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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,"zenodo":null}},"created_at":"2024-01-24T19:02:00.000Z","updated_at":"2026-03-26T00:22:36.000Z","dependencies_parsed_at":"2024-02-14T03:20:13.774Z","dependency_job_id":"b7b81bef-e27e-4f61-8a85-18e454c001f3","html_url":"https://github.com/princeton-nlp/LESS","commit_stats":{"total_commits":25,"total_committers":5,"mean_commits":5.0,"dds":0.36,"last_synced_commit":"bfeb54480991c4d9dd9a4d6a523d3a8633ffee0a"},"previous_names":["princeton-nlp/less"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/princeton-nlp/LESS","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/princeton-nlp","download_url":"https://codeload.github.com/princeton-nlp/LESS/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31217892,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-30T15:24:02.938Z","status":"online","status_checked_at":"2026-03-31T02:00:06.327Z","response_time":111,"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":"princeton-nlp","name":"Princeton Natural Language Processing","uuid":"44678448","kind":"organization","description":"","email":null,"website":"http://nlp.cs.princeton.edu","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/44678448?v=4","repositories_count":34,"last_synced_at":"2023-03-03T21:57:43.110Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/princeton-nlp","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-14T05:50:59.092Z","updated_at":"2023-03-03T21:57:43.135Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/princeton-nlp","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/princeton-nlp/repositories"},"packages":[],"commits":{"id":1640152,"full_name":"princeton-nlp/LESS","default_branch":"main","total_commits":26,"total_committers":4,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":6.5,"dds":0.11538461538461542,"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2026-04-04T04:01:09.867Z","last_synced_commit":"8abf9628b9a814ac3045445eebc8ba3c908fdc78","created_at":"2024-07-25T15:35:36.961Z","updated_at":"2026-04-04T04:01:09.777Z","committers":[{"name":"xiamengzhou","email":"mengzhou@princeton.edu","login":"xiamengzhou","count":23},{"name":"leopoldwhite","email":"leopoldwhite@163.com","login":"leopoldwhite","count":1},{"name":"Kosti","email":"kgourgoulias+git@gmail.com","login":"kgourgou","count":1},{"name":"Danqi Chen","email":"danqic@cs.princeton.edu","login":"danqi","count":1}],"past_year_committers":[],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-04-06T00:00:08.903Z","repositories_count":6211336,"commits_count":922123374,"contributors_count":35692752,"owners_count":1143904,"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":{"table":{"full_name":"princeton-nlp/LESS","html_url":"https://github.com/princeton-nlp/LESS","last_synced_at":"2025-12-16T23:04:36.388Z","status":"active","issues_count":37,"pull_requests_count":4,"avg_time_to_close_issue":2846801.1578947366,"avg_time_to_close_pull_request":77025.33333333333,"issues_closed_count":19,"pull_requests_closed_count":3,"pull_request_authors_count":3,"issue_authors_count":32,"avg_comments_per_issue":1.8918918918918919,"avg_comments_per_pull_request":0.0,"merged_pull_requests_count":2,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":4,"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":4,"past_year_avg_comments_per_issue":0.5,"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":"2024-07-25T15:35:56.320Z","updated_at":"2025-12-16T23:04:36.388Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/princeton-nlp%2FLESS/issues","issue_labels_count":{"table":{}},"pull_request_labels_count":{"table":{}},"issue_author_associations_count":{"table":{"NONE":37}},"pull_request_author_associations_count":{"table":{"NONE":3,"CONTRIBUTOR":1}},"issue_authors":{"table":{"kuang1216":4,"cafeii":3,"ppalantir":1,"smashfan":1,"Tangkexian":1,"FanqingM":1,"ChangyuChen347":1,"timturing":1,"shangqing-liu":1,"Haruka1307":1,"Leon-0602":1,"wang-debug":1,"DSKSD":1,"simplelifetime":1,"yinochaos":1,"SsmallSong":1,"suhmily":1,"hamishivi":1,"xianglinyang":1,"tangzhy":1,"fyf3":1,"minchaoyue":1,"SD325":1,"manishnagaraj":1,"victorjiax":1,"ZZZZZccccc123":1,"ZigeW":1,"2003pro":1,"fannie1208":1,"huiwudiyi":1,"mihara-bot":1,"xavierdawn":1}},"pull_request_authors":{"table":{"kgourgou":2,"rinapch":1,"kykim0":1}},"host":{"table":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-04-04T00:00:10.542Z","repositories_count":14071912,"issues_count":34466676,"pull_requests_count":112590769,"authors_count":11221484,"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":{"table":{}},"past_year_pull_request_labels_count":{"table":{}},"past_year_issue_author_associations_count":{"table":{"NONE":1}},"past_year_pull_request_author_associations_count":{"table":{}},"past_year_issue_authors":{"table":{"huiwudiyi":1}},"past_year_pull_request_authors":{"table":{}},"maintainers":[],"active_maintainers":[]}},"events":{"total":{"PullRequestEvent":2,"ForkEvent":20,"IssuesEvent":14,"WatchEvent":127,"IssueCommentEvent":37,"PushEvent":1},"last_year":{"ForkEvent":8,"WatchEvent":59,"IssueCommentEvent":13}},"keywords":["data","data-selection","influence","instruction-tuning","llama","llm","mistral"],"dependencies":[{"ecosystem":"pypi","filepath":"requirement.txt","sha":null,"kind":"manifest","created_at":"2024-02-14T03:20:12.421Z","updated_at":"2024-02-14T03:20:12.421Z","repository_link":"https://github.com/princeton-nlp/LESS/blob/main/requirement.txt","dependencies":[{"id":16218438587,"package_name":"peft","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2024-02-14T03:20:12.456Z","updated_at":"2024-02-14T03:20:12.456Z","repository_link":"https://github.com/princeton-nlp/LESS/blob/main/setup.py","dependencies":[{"id":16218438591,"package_name":"str","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":16218438594,"package_name":"for","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":16218438595,"package_name":"in","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]}],"score":7.674152921281675,"created_at":"2024-07-25T15:26:12.471Z","updated_at":"2026-06-16T15:30:37.763Z","avatar_url":"https://github.com/princeton-nlp.png","language":"Jupyter Notebook","codemeta":null,"publiccode":null,"project_url":"https://summary.ecosyste.ms/api/v1/projects/124649","html_url":"https://summary.ecosyste.ms/projects/124649"}