{"id":22705003,"url":"https://github.com/akensert/kaggle-tweet-sentiment-extraction","last_synced_at":"2025-03-29T20:23:18.155Z","repository":{"id":37648618,"uuid":"249809619","full_name":"akensert/kaggle-tweet-sentiment-extraction","owner":"akensert","description":"Aims to extract sentiments from paragraphs using advanced language models like XLNet and RoBERTa .","archived":false,"fork":false,"pushed_at":"2023-06-12T21:28:24.000Z","size":2852,"stargazers_count":0,"open_issues_count":3,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2024-12-10T09:08:38.562Z","etag":null,"topics":[],"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/akensert.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":"2020-03-24T20:22:19.000Z","updated_at":"2020-10-18T17:16:37.000Z","dependencies_parsed_at":"2023-01-20T22:16:21.135Z","dependency_job_id":null,"html_url":"https://github.com/akensert/kaggle-tweet-sentiment-extraction","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/akensert%2Fkaggle-tweet-sentiment-extraction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/akensert%2Fkaggle-tweet-sentiment-extraction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/akensert%2Fkaggle-tweet-sentiment-extraction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/akensert%2Fkaggle-tweet-sentiment-extraction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/akensert","download_url":"https://codeload.github.com/akensert/kaggle-tweet-sentiment-extraction/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":237195317,"owners_count":19270213,"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":[],"created_at":"2024-12-10T09:08:40.990Z","updated_at":"2025-02-04T21:17:35.030Z","avatar_url":"https://github.com/akensert.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"### Tweet-Sentiment-Extraction Challenge\n\n#### Requirements\n\nPython \u003e= 3.6\u003cbr\u003e\nTensorFlow-GPU \u003e= 2.0\u003cbr\u003e\n\nTo install required third-party Python packages, run `pip install -r requirements.txt`\n\n#### Dataset\n\nDatasets can be found [here](https://www.kaggle.com/c/tweet-sentiment-extraction/data) and should be put inside `input/tweet-sentiment-extraction/`\n\n#### Modeling\n\nTo fit and predict with the transformer model(s), first run `chmod +x run.sh` (only has to be run once), then `FOLD=0 MODEL=xlnet ./run.sh` to run the xlnet transformer\u003cbr\u003e\n\nHighest scoring model will be saved in `src/tweet-sentiment-extraction/weights/`. See `infer.py` on how to make predictions with saved model weights.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fakensert%2Fkaggle-tweet-sentiment-extraction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fakensert%2Fkaggle-tweet-sentiment-extraction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fakensert%2Fkaggle-tweet-sentiment-extraction/lists"}