{"action":"created","issue":{"url":"https://api.github.com/repos/IllinoisCogComp/saul/issues/445","repository_url":"https://api.github.com/repos/IllinoisCogComp/saul","labels_url":"https://api.github.com/repos/IllinoisCogComp/saul/issues/445/labels{/name}","comments_url":"https://api.github.com/repos/IllinoisCogComp/saul/issues/445/comments","events_url":"https://api.github.com/repos/IllinoisCogComp/saul/issues/445/events","html_url":"https://github.com/IllinoisCogComp/saul/pull/445","id":187433137,"number":445,"title":"Loss augmented inference using SparseNetworks","user":{"login":"kordjamshidi","id":5544447,"avatar_url":"https://avatars.githubusercontent.com/u/5544447?v=3","gravatar_id":"","url":"https://api.github.com/users/kordjamshidi","html_url":"https://github.com/kordjamshidi","followers_url":"https://api.github.com/users/kordjamshidi/followers","following_url":"https://api.github.com/users/kordjamshidi/following{/other_user}","gists_url":"https://api.github.com/users/kordjamshidi/gists{/gist_id}","starred_url":"https://api.github.com/users/kordjamshidi/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/kordjamshidi/subscriptions","organizations_url":"https://api.github.com/users/kordjamshidi/orgs","repos_url":"https://api.github.com/users/kordjamshidi/repos","events_url":"https://api.github.com/users/kordjamshidi/events{/privacy}","received_events_url":"https://api.github.com/users/kordjamshidi/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":{"login":"danyaljj","id":2441454,"avatar_url":"https://avatars.githubusercontent.com/u/2441454?v=3","gravatar_id":"","url":"https://api.github.com/users/danyaljj","html_url":"https://github.com/danyaljj","followers_url":"https://api.github.com/users/danyaljj/followers","following_url":"https://api.github.com/users/danyaljj/following{/other_user}","gists_url":"https://api.github.com/users/danyaljj/gists{/gist_id}","starred_url":"https://api.github.com/users/danyaljj/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/danyaljj/subscriptions","organizations_url":"https://api.github.com/users/danyaljj/orgs","repos_url":"https://api.github.com/users/danyaljj/repos","events_url":"https://api.github.com/users/danyaljj/events{/privacy}","received_events_url":"https://api.github.com/users/danyaljj/received_events","type":"User","site_admin":false},"assignees":[{"login":"danyaljj","id":2441454,"avatar_url":"https://avatars.githubusercontent.com/u/2441454?v=3","gravatar_id":"","url":"https://api.github.com/users/danyaljj","html_url":"https://github.com/danyaljj","followers_url":"https://api.github.com/users/danyaljj/followers","following_url":"https://api.github.com/users/danyaljj/following{/other_user}","gists_url":"https://api.github.com/users/danyaljj/gists{/gist_id}","starred_url":"https://api.github.com/users/danyaljj/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/danyaljj/subscriptions","organizations_url":"https://api.github.com/users/danyaljj/orgs","repos_url":"https://api.github.com/users/danyaljj/repos","events_url":"https://api.github.com/users/danyaljj/events{/privacy}","received_events_url":"https://api.github.com/users/danyaljj/received_events","type":"User","site_admin":false}],"milestone":null,"comments":13,"created_at":"2016-11-04T20:40:16Z","updated_at":"2016-12-05T17:19:53Z","closed_at":null,"pull_request":{"url":"https://api.github.com/repos/IllinoisCogComp/saul/pulls/445","html_url":"https://github.com/IllinoisCogComp/saul/pull/445","diff_url":"https://github.com/IllinoisCogComp/saul/pull/445.diff","patch_url":"https://github.com/IllinoisCogComp/saul/pull/445.patch"},"body":"Also added the badge example with constraints as a test example. "},"comment":{"url":"https://api.github.com/repos/IllinoisCogComp/saul/issues/comments/264916239","html_url":"https://github.com/IllinoisCogComp/saul/pull/445#issuecomment-264916239","issue_url":"https://api.github.com/repos/IllinoisCogComp/saul/issues/445","id":264916239,"user":{"login":"bhargav","id":331970,"avatar_url":"https://avatars.githubusercontent.com/u/331970?v=3","gravatar_id":"","url":"https://api.github.com/users/bhargav","html_url":"https://github.com/bhargav","followers_url":"https://api.github.com/users/bhargav/followers","following_url":"https://api.github.com/users/bhargav/following{/other_user}","gists_url":"https://api.github.com/users/bhargav/gists{/gist_id}","starred_url":"https://api.github.com/users/bhargav/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/bhargav/subscriptions","organizations_url":"https://api.github.com/users/bhargav/orgs","repos_url":"https://api.github.com/users/bhargav/repos","events_url":"https://api.github.com/users/bhargav/events{/privacy}","received_events_url":"https://api.github.com/users/bhargav/received_events","type":"User","site_admin":false},"created_at":"2016-12-05T17:19:53Z","updated_at":"2016-12-05T17:19:53Z","body":"Changes look good to me. Only concern is that using loss-augmented inference does not seem to improve the performance (82.644 vs 83.673 without) -- But I saw that you mentioned in the documentation that we are performing better on some class labels.\r\n\r\nBtw I don't seem to have permission to merge PRs. 😕 "}}
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