{"id":15663986,"url":"https://github.com/bryanlimy/dnn-dependency-parser","last_synced_at":"2025-09-07T08:33:53.103Z","repository":{"id":113990806,"uuid":"129544456","full_name":"bryanlimy/dnn-dependency-parser","owner":"bryanlimy","description":"TensorFlow implementation of A Fast and Accurate Dependency Parser using Neural Networks","archived":false,"fork":false,"pushed_at":"2020-01-21T14:39:58.000Z","size":10238,"stargazers_count":16,"open_issues_count":1,"forks_count":8,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-31T01:51:18.631Z","etag":null,"topics":["dependency-parser","mlp","neural-network","nlp","tensorflow"],"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/bryanlimy.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2018-04-14T18:38:26.000Z","updated_at":"2025-01-17T13:18:02.000Z","dependencies_parsed_at":null,"dependency_job_id":"d7beb6f4-26d4-4f09-939f-70c9e15a1873","html_url":"https://github.com/bryanlimy/dnn-dependency-parser","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bryanlimy%2Fdnn-dependency-parser","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bryanlimy%2Fdnn-dependency-parser/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bryanlimy%2Fdnn-dependency-parser/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bryanlimy%2Fdnn-dependency-parser/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bryanlimy","download_url":"https://codeload.github.com/bryanlimy/dnn-dependency-parser/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252749729,"owners_count":21798583,"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","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":["dependency-parser","mlp","neural-network","nlp","tensorflow"],"created_at":"2024-10-03T13:40:44.064Z","updated_at":"2025-05-06T18:48:59.674Z","avatar_url":"https://github.com/bryanlimy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Neural Dependency Parser\nA Neural Dependency Parser using TensorFlow based on [A Fast and Accurate Dependency Parser using Neural Networks](https://nlp.stanford.edu/pubs/emnlp2014-depparser.pdf).\n\n#### How to run\n```\npython3 model.py --optimizer=adam --lr=0.001 --activation=relu --hidden=4 --hidden_size=500 -l2_beta=10e-8\n```\n\n#### Hyper-parameters Options\n- learning rate `--lr`\n- number of hidden layers `--hidden`\n- hidden layer size `--hidden_size`\n- number of epochs `--epochs`\n- l2 regularization beta `-l2_beta`\n- activation `--activation` can be `relu` or `cube`\n- optimizer `--optimizer`, can be `adam` or `adagrad`\n\n#### Result\n|| Original Result | Adam ReLU 4 layers |\n|---|---|---|\n|LAS| 90.7 | 90.1 |\n|UAS| 92.0 | 91.3 |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbryanlimy%2Fdnn-dependency-parser","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbryanlimy%2Fdnn-dependency-parser","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbryanlimy%2Fdnn-dependency-parser/lists"}