{"id":16030101,"url":"https://github.com/cooldragon12/model-multitask-learning","last_synced_at":"2026-02-14T19:32:42.918Z","repository":{"id":211110160,"uuid":"724464133","full_name":"cooldragon12/model-multitask-learning","owner":"cooldragon12","description":"Implemented multitask learning in  classifying the toxicity and emotion using Bi-LSTM with BERT","archived":false,"fork":false,"pushed_at":"2024-06-21T13:52:19.000Z","size":5118,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-02T23:47:09.835Z","etag":null,"topics":["classification","machine-learning","multitask-learning","nlp","nlp-machine-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/cooldragon12.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":"2023-11-28T06:02:02.000Z","updated_at":"2024-06-21T13:52:22.000Z","dependencies_parsed_at":"2024-06-06T09:30:22.014Z","dependency_job_id":"628057b8-6ee3-440c-9caa-848f5f9b7331","html_url":"https://github.com/cooldragon12/model-multitask-learning","commit_stats":null,"previous_names":["cooldragon12/model-multitask-learning"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/cooldragon12/model-multitask-learning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cooldragon12%2Fmodel-multitask-learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cooldragon12%2Fmodel-multitask-learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cooldragon12%2Fmodel-multitask-learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cooldragon12%2Fmodel-multitask-learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cooldragon12","download_url":"https://codeload.github.com/cooldragon12/model-multitask-learning/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cooldragon12%2Fmodel-multitask-learning/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29453436,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-14T15:52:44.973Z","status":"ssl_error","status_checked_at":"2026-02-14T15:52:11.208Z","response_time":53,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["classification","machine-learning","multitask-learning","nlp","nlp-machine-learning"],"created_at":"2024-10-08T21:01:44.216Z","updated_at":"2026-02-14T19:32:42.902Z","avatar_url":"https://github.com/cooldragon12.png","language":"Jupyter Notebook","readme":"# Multi-Task Learning for Emotion and Toxicity Classification in Valorant Chat using Bi-LSTM with Bert Embeddings\n\n## Introduction\nThis repository contains the code for the training of the paper \"ChattyTicket: Multi-Task Learning for Emotion and Toxicity Classification in Valorant Chat using Bi-LSTM\" by: \n* [Johndel Encabo](www.linkedin.com/in/johndel-encabo) \n* Maria Cassandra Vitug\n* Mark Kenneth Satsatin\n\n## Requirements\n* Python 3.9\n* Tensorflow 2.5.0\n* Keras 2.5.0\n* Pandas 1.2.4\n* Numpy 1.19.5\n* Scikit-learn 0.24.2\n* Matplotlib 3.4.2\n\nRun the following command to install the required packages:\n```\npip install -r requirements.txt\n```\n\n## Execution\nTo run the training with the default parameters, execute the following command:\n```\npython main.py -t | --train\n```\nThis use the `default.ini` file as the configuration file. To use a different configuration file, use the `custom` flag:\n```\npython main.py custom -flags of the hyperparameter\n```\nTo see the list of available flags, use the `--help` flag:\n```\npython main.py --help\n```\nTo run the evaluation, use the `--eval` flag:\n```\npython main.py --eval | -e\n```\nFor grid search, use the `--grid-search` flag:\n```\npython main.py --grid-search | -gs\n```\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcooldragon12%2Fmodel-multitask-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcooldragon12%2Fmodel-multitask-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcooldragon12%2Fmodel-multitask-learning/lists"}