{"id":26783626,"url":"https://github.com/ozanarkancan/char-ner","last_synced_at":"2025-08-29T14:08:13.698Z","repository":{"id":34646280,"uuid":"38608073","full_name":"ozanarkancan/char-ner","owner":"ozanarkancan","description":"Multi lingual character based named entity recognizer","archived":false,"fork":false,"pushed_at":"2018-04-08T13:56:47.000Z","size":349602,"stargazers_count":25,"open_issues_count":0,"forks_count":8,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-04-19T18:50:24.258Z","etag":null,"topics":["bidirectional-lstms","character-level","deep-learning","multilingual","named-entity-recognition"],"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/ozanarkancan.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":"2015-07-06T08:57:42.000Z","updated_at":"2022-05-13T13:02:59.000Z","dependencies_parsed_at":"2022-07-13T01:30:27.717Z","dependency_job_id":null,"html_url":"https://github.com/ozanarkancan/char-ner","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ozanarkancan/char-ner","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ozanarkancan%2Fchar-ner","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ozanarkancan%2Fchar-ner/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ozanarkancan%2Fchar-ner/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ozanarkancan%2Fchar-ner/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ozanarkancan","download_url":"https://codeload.github.com/ozanarkancan/char-ner/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ozanarkancan%2Fchar-ner/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272696502,"owners_count":24978087,"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":"2025-08-29T02:00:10.610Z","response_time":87,"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"}},"keywords":["bidirectional-lstms","character-level","deep-learning","multilingual","named-entity-recognition"],"created_at":"2025-03-29T09:32:42.724Z","updated_at":"2025-08-29T14:08:13.673Z","avatar_url":"https://github.com/ozanarkancan.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## CharNER\nFor more details, please refer to the paper: [CharNER: Character-Level Named Entity Recognition](http://www.aclweb.org/anthology/C/C16/C16-1087.pdf)\n\n## Usage\n\nAccess to full list of options by typing:\n```\npython exper.py --help\n```\n\nExample command:\n```\npython src/exper.py --activation bi-lstm --n_hidden 128 128 --drates .2 .5 .8 --lang cze\n```\nThis command builds 2 Bidirectional LSTMs stacked of top of each other.\nEach forward and backward LSTM has 128 units.\n--drates (dropout rates) flag signals to use dropout.\nIn this example, .2 dropout is applied to inputs (drops characters) and .5 \u0026 .8 dropouts are applied to the outputs of Bidirectional LSTMs. \n--lang flag dictates which folder to use under data/ directory\n\n## Data Format\nEach folder under data/ directory is composed of 3 files.\ntrain.bio, testa.bio, testb.bio are for training, development and test sets respectively.\nEach file contains word, tag pairs seperated with a tab.\nFor examples, check out directories under data/. \n\n## Install Dependencies\n```\npip install --upgrade https://github.com/Lasagne/Lasagne/archive/master.zip\npip install -r requirements.txt\n```\n\n## Authors\n* Onur Kuru\n* Ozan Arkan Can\n\n## Miscellaneous\nYou can checkout the Keras version [here](https://github.com/0xnurl/keras_character_based_ner).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fozanarkancan%2Fchar-ner","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fozanarkancan%2Fchar-ner","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fozanarkancan%2Fchar-ner/lists"}