{"id":44902917,"url":"https://github.com/npow/MemNN","last_synced_at":"2026-03-02T15:00:29.417Z","repository":{"id":28174774,"uuid":"31676176","full_name":"npow/MemNN","owner":"npow","description":"Theano implementation of Memory Networks","archived":false,"fork":false,"pushed_at":"2015-09-07T18:19:08.000Z","size":306,"stargazers_count":132,"open_issues_count":1,"forks_count":57,"subscribers_count":8,"default_branch":"master","last_synced_at":"2026-01-21T19:34:10.361Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"http://arxiv.org/abs/1410.3916","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/npow.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}},"created_at":"2015-03-04T19:41:16.000Z","updated_at":"2025-06-04T18:20:22.000Z","dependencies_parsed_at":"2022-09-12T08:10:15.353Z","dependency_job_id":null,"html_url":"https://github.com/npow/MemNN","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/npow/MemNN","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/npow%2FMemNN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/npow%2FMemNN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/npow%2FMemNN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/npow%2FMemNN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/npow","download_url":"https://codeload.github.com/npow/MemNN/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/npow%2FMemNN/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30007043,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-02T14:08:50.421Z","status":"ssl_error","status_checked_at":"2026-03-02T14:08:50.037Z","response_time":60,"last_error":"SSL_read: 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":"2026-02-17T22:01:18.263Z","updated_at":"2026-03-02T15:00:29.411Z","avatar_url":"https://github.com/npow.png","language":"Python","readme":"## This repository is deprecated in favor of End-To-End Memory Networks: [npow/MemN2N](https://github.com/npow/MemN2N)\n\n# Description\nThis is an implementation of [Memory Networks](http://arxiv.org/abs/1410.3916) in Theano. The dataset can be found [here](http://fb.ai/babi).\n\nBelow are the results obtained from the current implementation on [the set of toy tasks](http://arxiv.org/abs/1502.05698). Performance is better than LSTMs in most of the tasks, but it is still not quite at the level as the MemNN results reported in the original paper. \n\n| Task#| N-gram Classifier | LSTM | MemNN (Weston 2014) | This Repo |\n|------|-------------------|------|---------------------|-----------|\n| 1    | 36                | 50   | 100                 | 76        |\n| 2    | 2                 | 20   | 100                 | 70        |\n| 3    | 7                 | 20   | 20                  | 18        |\n| 4    | 50                | 61   | 71                  | 67        |\n| 5    | 20                | 70   | 83                  | 81        |\n| 6    | 49                | 48   | 47                  | 45        |\n| 7    | 52                | 49   | 68                  | N/A       |\n| 8    | 40                | 45   | 77                  | N/A       |\n| 9    | 62                | 64   | 65                  | 67        |\n| 10   | 45                | 54   | 59                  | 54        |\n| 11   | 29                | 72   | 100                 | 54        |\n| 12   | 9                 | 74   | 100                 | 63        |\n| 13   | 26                | 94   | 100                 | 46        |\n| 14   | 19                | 27   | 99                  | 100       |\n| 15   | 20                | 21   | 74                  | 100       |\n| 16   | 43                | 23   | 27                  | 40        |\n| 17   | 46                | 51   | 54                  | 56        |\n| 18   | 52                | 52   | 57                  | 53        |\n| 19   | 0                 | 8    | 0                   | N/A       |\n| 20   | 76                | 91   | 100                 | 100       |\n| Mean | 34                | 49   | 75                  | 64.1      |\n\n\n","funding_links":[],"categories":["Uncategorized"],"sub_categories":["Uncategorized"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnpow%2FMemNN","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnpow%2FMemNN","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnpow%2FMemNN/lists"}