{"id":18349073,"url":"https://github.com/icoxfog417/graph-convolution-nlp","last_synced_at":"2025-05-01T09:54:03.008Z","repository":{"id":39738540,"uuid":"150544483","full_name":"icoxfog417/graph-convolution-nlp","owner":"icoxfog417","description":"Graph Convolution Network for NLP","archived":false,"fork":false,"pushed_at":"2023-05-22T21:36:08.000Z","size":10270,"stargazers_count":212,"open_issues_count":2,"forks_count":36,"subscribers_count":11,"default_branch":"master","last_synced_at":"2025-05-01T09:53:54.717Z","etag":null,"topics":["graph-convolutional-networks","machine-learning","natural-language-processing","nlp"],"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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/icoxfog417.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":"2018-09-27T07:09:35.000Z","updated_at":"2024-12-05T03:10:03.000Z","dependencies_parsed_at":"2024-12-18T17:11:46.540Z","dependency_job_id":"3e11c08b-da0f-428d-8ebf-a1c1b593668f","html_url":"https://github.com/icoxfog417/graph-convolution-nlp","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/icoxfog417%2Fgraph-convolution-nlp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/icoxfog417%2Fgraph-convolution-nlp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/icoxfog417%2Fgraph-convolution-nlp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/icoxfog417%2Fgraph-convolution-nlp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/icoxfog417","download_url":"https://codeload.github.com/icoxfog417/graph-convolution-nlp/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251856993,"owners_count":21655119,"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":["graph-convolutional-networks","machine-learning","natural-language-processing","nlp"],"created_at":"2024-11-05T21:20:24.040Z","updated_at":"2025-05-01T09:54:02.949Z","avatar_url":"https://github.com/icoxfog417.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Graph Convolution for NLP\n\nResearch project to apply Graph Convolution to NLP.\n\n## Research\n\n1. [Why \u0026 What is Graph Convolution](https://medium.com/programming-soda/graph-convolution%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%81%AB%E5%BF%9C%E7%94%A8%E3%81%99%E3%82%8B-part1-b792d53c4c18)\n2. [Implementation of Graph Convolution: Graph Attention Network](https://medium.com/programming-soda/graph-convolution%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%81%AB%E5%BF%9C%E7%94%A8%E3%81%99%E3%82%8B-part2-dd0f9bc25dd3)\n3. [Kinds of task in Graph](https://medium.com/programming-soda/graph-convolution%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%81%AB%E5%BF%9C%E7%94%A8%E3%81%99%E3%82%8B-part3-12e7458f31fb)\n4. [Case study to use Graph Convolution in NLP](https://medium.com/programming-soda/graph-convolution%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%81%AB%E5%BF%9C%E7%94%A8%E3%81%99%E3%82%8B-part4-4b0082ce26da)\n5. [Design of Experiment to verify effectiveness of Graph Convolution](https://medium.com/programming-soda/graph-convolution%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%81%AB%E5%BF%9C%E7%94%A8%E3%81%99%E3%82%8B-part5-c833f01fde58)\n6. [Rethink the property of Graph Convolution and find appropriate task in NLP](https://medium.com/programming-soda/graph-convolution%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%81%AB%E5%BF%9C%E7%94%A8%E3%81%99%E3%82%8B-part6-f4596b2bcc93)\n7. [Research summary of Graph Convolution in NLP](https://medium.com/programming-soda/graph-convolution%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%81%AB%E5%BF%9C%E7%94%A8%E3%81%99%E3%82%8B-part7-end-3f6812ca08cf)\n\n## Implementation\n\n* [Language Modeling](https://medium.com/programming-soda/%E8%A8%80%E8%AA%9E%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E6%80%A7%E8%83%BD%E3%81%8C-%E5%AE%9F%E8%A3%85%E3%81%AB%E3%82%88%E3%82%8A%E7%95%B0%E3%81%AA%E3%82%8B%E4%BB%B6%E3%82%92%E8%A7%A3%E6%B1%BA%E3%81%99%E3%82%8B-5d36c841fcac)\n* Graph Attention Network Layer\n  * [Fix to support batch data](https://medium.com/programming-soda/graph-attention-network-layer%E3%82%92%E5%AE%9F%E8%A3%85%E3%81%99%E3%82%8B-part1-4a199372b3de)\n  * [Experiment by existing dataset](https://medium.com/programming-soda/graph-attention-network-layer%E3%82%92%E5%AE%9F%E8%A3%85%E3%81%99%E3%82%8B-part1-4a199372b3de)\n  * [What is really effective attention method on Graph?](https://medium.com/programming-soda/graph-attention-network-layer%E3%82%92%E5%AE%9F%E8%A3%85%E3%81%99%E3%82%8B-part3-ce3548c3aa5c)\n* Graph Convolution for Text Classification\n  * [Prepare the Dataset](https://medium.com/programming-soda/graph-convolution%E3%81%A7%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%82%92%E8%A1%8C%E3%81%86-%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E5%88%86%E9%A1%9E%E7%B7%A8-part1-3eacc11eb622)\n  * [Make baseline model and analysis](https://medium.com/programming-soda/graph-convolution%E3%81%A7%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%82%92%E8%A1%8C%E3%81%86-%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E5%88%86%E9%A1%9E%E7%B7%A8-part2-b0f1f0a67b17)\n  * [Make graph convolution model](https://medium.com/programming-soda/graph-convolution%E3%81%A7%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%82%92%E8%A1%8C%E3%81%86-%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E5%88%86%E9%A1%9E%E7%B7%A8-part3-b85acee1a3e8)\n  * [Analyze graph convolution model](https://medium.com/programming-soda/graph-convolution%E3%81%A7%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%82%92%E8%A1%8C%E3%81%86-%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E5%88%86%E9%A1%9E%E7%B7%A8-part4-caee203b86af)\n  * [Enhance graph convolution model](https://medium.com/programming-soda/graph-convolution%E3%81%A7%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%82%92%E8%A1%8C%E3%81%86-%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E5%88%86%E9%A1%9E%E7%B7%A8-part5-end-cc9b0b4aac06)\n\n## Paper Reading\n\n* [How Powerful are Graph Neural Networks?](https://medium.com/programming-soda/graph-neural-network%E3%81%AE%E5%87%A6%E7%90%86%E3%81%A8%E5%8A%B9%E6%9E%9C%E3%82%92%E7%90%86%E8%A7%A3%E3%81%99%E3%82%8B-how-powerful-are-graph-neural-networks-a26ee9245cce)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ficoxfog417%2Fgraph-convolution-nlp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ficoxfog417%2Fgraph-convolution-nlp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ficoxfog417%2Fgraph-convolution-nlp/lists"}