{"id":20694822,"url":"https://github.com/touhi99/statistical_dependency_parsing","last_synced_at":"2026-07-18T19:37:15.329Z","repository":{"id":209349996,"uuid":"142428439","full_name":"touhi99/Statistical_Dependency_Parsing","owner":"touhi99","description":"SDP Lab Project - Arc-Eager transition-based dependency parsing with Averaged perceptron and extended features","archived":false,"fork":false,"pushed_at":"2019-01-20T22:29:32.000Z","size":6,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-01-17T18:02:27.567Z","etag":null,"topics":["averaged-perceptron","conll-2003","dependency-parsing","parse-trees","parsing","perceptron","transition"],"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/touhi99.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}},"created_at":"2018-07-26T10:54:23.000Z","updated_at":"2023-05-25T19:29:42.000Z","dependencies_parsed_at":"2023-11-26T21:28:24.422Z","dependency_job_id":"0a8a0dd1-04b5-40ab-8160-59e5d1800818","html_url":"https://github.com/touhi99/Statistical_Dependency_Parsing","commit_stats":null,"previous_names":["touhi99/statistical_dependency_parsing"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FStatistical_Dependency_Parsing","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FStatistical_Dependency_Parsing/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FStatistical_Dependency_Parsing/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FStatistical_Dependency_Parsing/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/touhi99","download_url":"https://codeload.github.com/touhi99/Statistical_Dependency_Parsing/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":242958533,"owners_count":20212827,"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":["averaged-perceptron","conll-2003","dependency-parsing","parse-trees","parsing","perceptron","transition"],"created_at":"2024-11-17T00:06:48.392Z","updated_at":"2025-10-13T16:40:14.373Z","avatar_url":"https://github.com/touhi99.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Transition-based (Arc Eager) Dependency Parsing\n\n### Author: Touhidul Alam\n\n#### Usage:\n\n```\npython3 parser.py [train/dev/test] [en/de] file_path_location\n```\n\nExample:\n\n```\npython3 parser.py train en /mount/studenten/dependency-parsing/data/english/train/wsj_train.only-projective.conll06 \n```\n\n### Dependencies:\n\n* Numpy\n* pickle\n\n\n### Components\n\n* parser.py\n\t* State - class initialize initial stack, buffer, arcs, left-dependency and right-dependency\n\t* Instance - class saves the transition label with its corresponding features\n\t* Parser - class does oracle parsing during training and predicting and making a parser\n\n* reader.py\n\t* Corpus - class to read sentences from dataset and build them into sentence\n\t* Sentence - holds the datasets content\n\n* model.py\n\t* FeatureMapper - takes the unique feature and add it to the feature dictionary. Feature contains baseline feature, and extended features from Nivre (2011)\n\t* Model - saves the FeatureMapper and weights, implemented with Averaged perceptron\n\n\n### Output File\n\n```\npred_en.conll06 - English\npred_de.conll06 - German\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftouhi99%2Fstatistical_dependency_parsing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftouhi99%2Fstatistical_dependency_parsing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftouhi99%2Fstatistical_dependency_parsing/lists"}