{"id":18533681,"url":"https://github.com/lonepatient/bert-attribute-value-extract","last_synced_at":"2025-04-09T15:31:25.310Z","repository":{"id":48139854,"uuid":"235337447","full_name":"lonePatient/BERT-Attribute-Value-Extract","owner":"lonePatient","description":"A Pytorch implementation of \"Scaling Up Open Tagging from Tens to Thousands: Comprehension Empowered Attribute Value Extraction from Product Title\" (ACL 2019).","archived":false,"fork":false,"pushed_at":"2020-02-18T15:01:33.000Z","size":432,"stargazers_count":60,"open_issues_count":4,"forks_count":14,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-24T08:21:22.420Z","etag":null,"topics":["attention","attribute-value-extract","bert","crf","lstm","pytorch"],"latest_commit_sha":null,"homepage":null,"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/lonePatient.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":"2020-01-21T12:28:25.000Z","updated_at":"2024-10-06T05:55:52.000Z","dependencies_parsed_at":"2022-08-29T05:52:09.703Z","dependency_job_id":null,"html_url":"https://github.com/lonePatient/BERT-Attribute-Value-Extract","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/lonePatient%2FBERT-Attribute-Value-Extract","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lonePatient%2FBERT-Attribute-Value-Extract/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lonePatient%2FBERT-Attribute-Value-Extract/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lonePatient%2FBERT-Attribute-Value-Extract/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lonePatient","download_url":"https://codeload.github.com/lonePatient/BERT-Attribute-Value-Extract/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248057951,"owners_count":21040667,"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":["attention","attribute-value-extract","bert","crf","lstm","pytorch"],"created_at":"2024-11-06T19:12:38.143Z","updated_at":"2025-04-09T15:31:24.948Z","avatar_url":"https://github.com/lonePatient.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## BERT FOR Attribute Value Extraction\r\n\r\nA Pytorch implementation of \"Scaling Up Open Tagging from Tens to Thousands: Comprehension Empowered Attribute Value Extraction from Product Title\" (ACL 2019).\r\n\r\npaper: https://www.aclweb.org/anthology/P19-1514.pdf\r\n\r\n### Structure of the model\r\n\r\nThe author explicitly model the semantic representations for attribute and title, and develop an attention mechanism to capture the interactive semantic relations in-between to enforce our framework to be attribute comprehensive.\r\n\r\n![](./outputs/model.png)\r\n\r\nArchitecture of the proposed attribute-comprehension open tagging model\r\n\r\n### requirement\r\n\r\n1. pytorch=1.3.0\r\n2. cuda=9.0\r\n\r\n### data\r\n\r\n```text\r\n{\"id\": 19, \"title\": \"热风2019年春季新款潮流时尚男士休闲皮鞋透气低跟豆豆鞋h40m9107\", \"attribute\": \"款式\", \"value\": \"豆豆鞋\"}\r\n```\r\ndownload link: [BaiDuYun](https://pan.baidu.com/s/1pChOPH0bShN5elcH2rSbcw)\r\n\r\n### How to use the code\r\n\r\n1. Modify the configuration information in `run_attr_crf.py` or `run_attr_crf.sh` .\r\n2. `sh run_attr_crf.sh`\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flonepatient%2Fbert-attribute-value-extract","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flonepatient%2Fbert-attribute-value-extract","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flonepatient%2Fbert-attribute-value-extract/lists"}