{"id":16182709,"url":"https://github.com/brianhuster/mrpc-bert","last_synced_at":"2025-04-01T23:31:05.101Z","repository":{"id":229817112,"uuid":"777710430","full_name":"brianhuster/MRPC-bert","owner":"brianhuster","description":"a Bert-based language model used to recognize if 2 English sentences are equivalent in meaning","archived":false,"fork":false,"pushed_at":"2024-04-22T04:16:01.000Z","size":21,"stargazers_count":4,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-16T01:22:31.803Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/brianhuster.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":"2024-03-26T11:22:44.000Z","updated_at":"2024-09-09T08:12:57.000Z","dependencies_parsed_at":"2024-03-26T12:45:35.848Z","dependency_job_id":"24c82a98-53ec-4257-a5f0-f8c1f3d44663","html_url":"https://github.com/brianhuster/MRPC-bert","commit_stats":null,"previous_names":["brianhuster/mrpc-bert"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brianhuster%2FMRPC-bert","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brianhuster%2FMRPC-bert/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brianhuster%2FMRPC-bert/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brianhuster%2FMRPC-bert/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/brianhuster","download_url":"https://codeload.github.com/brianhuster/MRPC-bert/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246706674,"owners_count":20820785,"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":"2024-10-10T06:43:41.868Z","updated_at":"2025-04-01T23:31:04.329Z","avatar_url":"https://github.com/brianhuster.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MRPC-bert\n\nThis language model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the GLUE MRPC dataset.\n\nModel link : [https://huggingface.co/brianhuster/MRPC-bert/](https://huggingface.co/brianhuster/MRPC-bert/)\n\n### Training hyperparameters\n\nThe following hyperparameters were used during training:\n- num_epochs: 3\n\n### Framework versions\n\n- Transformers 4.38.0.dev0\n- Pytorch 2.1.2\n- Datasets 2.18.0\n- Tokenizers 0.15.0\n\n#Running model with Python\n```\nfrom transformers import pipeline\n\nclassifier = pipeline(\"text-classification\", model=\"brianhuster/MRPC-bert\")\nclassifier(\n    \"Sentence 1. Sentence 2.\"\n)\n```\nReplace \"Sentence 1\" and \"Sentence 2\" with your actual input sentence. Each sentence should end with a fullstop, even if they are questions. The model will return LABEL_1 if they are are equivalent in meaning, LABEL_0 otherwise.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrianhuster%2Fmrpc-bert","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbrianhuster%2Fmrpc-bert","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrianhuster%2Fmrpc-bert/lists"}