{"id":20650872,"url":"https://github.com/nlpatvcu/multitasking_transformers","last_synced_at":"2025-04-17T12:43:45.160Z","repository":{"id":96597958,"uuid":"248813513","full_name":"NLPatVCU/multitasking_transformers","owner":"NLPatVCU","description":"Multitask Learning with Pretrained Transformers","archived":false,"fork":false,"pushed_at":"2021-03-20T18:27:55.000Z","size":2807,"stargazers_count":39,"open_issues_count":2,"forks_count":9,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-29T06:11:17.462Z","etag":null,"topics":["bert","clinical-nlp","deep-learning","multi-task-learning"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/NLPatVCU.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2020-03-20T17:23:57.000Z","updated_at":"2025-01-17T09:50:01.000Z","dependencies_parsed_at":null,"dependency_job_id":"00cc5795-de7b-48ac-942c-092d47871494","html_url":"https://github.com/NLPatVCU/multitasking_transformers","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NLPatVCU%2Fmultitasking_transformers","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NLPatVCU%2Fmultitasking_transformers/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NLPatVCU%2Fmultitasking_transformers/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NLPatVCU%2Fmultitasking_transformers/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/NLPatVCU","download_url":"https://codeload.github.com/NLPatVCU/multitasking_transformers/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249342163,"owners_count":21254235,"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":["bert","clinical-nlp","deep-learning","multi-task-learning"],"created_at":"2024-11-16T17:23:59.807Z","updated_at":"2025-04-17T12:43:45.155Z","avatar_url":"https://github.com/NLPatVCU.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# :arrows_clockwise: Multitasking Transformers :arrows_clockwise:\ntraining nlp models that can perform multiple tasks with the same set of representations.\n\npre-trained models are currently available that multitask over eight clinical note tasks.\n\nThis codebase can be utilized to replicate results for our paper. See the Replication section\nfor details.\n# Installation\n\nInstall with\n\n```\npip install https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.2.0/en_core_sci_sm-0.2.0.tar.gz\n```\n```\npip install git+https://github.com/AndriyMulyar/multitasking_transformers\n```\n\n# Use\n[Examples](/examples) are available for training, evaluation and text prediction.\n\nRunning the script [predict_ner.py](/examples/predict_ner.py) will automatically\ndownload a pre-trained clinical note multi-tasking model, run the model through a de-identified\nclinical note snippet and display the entity tags in your browser with displacy.\n\n# Replication\nSee the directory [/examples/experiment_replication](/examples/experiment_replication).\n\n# Preprint\nhttps://arxiv.org/abs/2004.10220\n\n# Acknowledgement\nImplementation, development and training in this project were supported by funding from the McInnes NLP Lab at Virginia Commonwealth University.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnlpatvcu%2Fmultitasking_transformers","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnlpatvcu%2Fmultitasking_transformers","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnlpatvcu%2Fmultitasking_transformers/lists"}