{"id":44902912,"url":"https://github.com/BinbinBian/neural-summary-tensorflow","last_synced_at":"2026-03-02T15:00:29.350Z","repository":{"id":96779967,"uuid":"61931410","full_name":"BinbinBian/neural-summary-tensorflow","owner":"BinbinBian","description":"TensorFlow implementation of \"A Neural Attention Model for Abstractive Summarization\" (in progress)","archived":false,"fork":true,"pushed_at":"2016-02-13T16:59:14.000Z","size":356,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2023-03-02T08:56:58.061Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":"carpedm20/neural-summary-tensorflow","license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/BinbinBian.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":"2016-06-25T07:08:44.000Z","updated_at":"2023-05-01T15:24:22.485Z","dependencies_parsed_at":"2023-05-01T15:24:22.372Z","dependency_job_id":null,"html_url":"https://github.com/BinbinBian/neural-summary-tensorflow","commit_stats":null,"previous_names":[],"tags_count":null,"template":null,"template_full_name":null,"purl":"pkg:github/BinbinBian/neural-summary-tensorflow","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BinbinBian%2Fneural-summary-tensorflow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BinbinBian%2Fneural-summary-tensorflow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BinbinBian%2Fneural-summary-tensorflow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BinbinBian%2Fneural-summary-tensorflow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/BinbinBian","download_url":"https://codeload.github.com/BinbinBian/neural-summary-tensorflow/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BinbinBian%2Fneural-summary-tensorflow/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":"2026-03-02T15:00:29.344Z","avatar_url":"https://github.com/BinbinBian.png","language":"Python","funding_links":[],"categories":["Uncategorized"],"sub_categories":["Uncategorized"],"readme":"Attention-Based Summarization\n=============================\n\nTensorflow implementation of [A Neural Attention Model for Abstractive Summarization](http://arxiv.org/abs/1509.00685). The original code of author can be found [here](https://github.com/facebook/NAMAS).\n\n![model_demo](./assets/model_demo.png)\n\n\nPrerequisites\n-------------\n\n- Python 2.7 or Python 3.3+\n- [Tensorflow](https://www.tensorflow.org/)\n- [Gensim](https://www.tensorflow.org/)\n\n\nUsage\n-----\n\nTo train a model with `duc2013` dataset:\n\n    $ python main.py --dataset duc2013\n\nTo test an existing model:\n\n    $ python main.py --dataset duc2014 --forward_only True\n\n(This is still in progress and currently have no access to summarization dataset)\n\n\nReferences\n----------\n\n- [EMNLP 2015 slide](http://people.seas.harvard.edu/~srush/emnlp2015_slides.pdf)\n\n\nAuthor\n------\n\nTaehoon Kim / [@carpedm20](http://carpedm20.github.io/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FBinbinBian%2Fneural-summary-tensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FBinbinBian%2Fneural-summary-tensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FBinbinBian%2Fneural-summary-tensorflow/lists"}