Update README.md

README.md

@@ -1,172 +1,173 @@
----
-licenses: 
-- cc-by-4.0
-annotations_creators:
-- found
-- machine-generated
-language_creators:
-- found
-languages:
-- TypeScript
-multilinguality:
-- monolingual
-size_categories:
-- 10M<n<100M
-source_datasets:
-- original
-task_categories:
-- structure-prediction
-task_ids:
-- type-inference
-pretty_name: ManyTypes4TypeScript
----
-# Models Trained On ManyTypes4TypeScript
-- **[CodeBERT]**(https://huggingface.co/kevinjesse/codebert-MT4TS)
-- **[GraphCodeBERT]**(https://huggingface.co/kevinjesse/graphcodebert-MT4TS)
-- **[CodeBERTa]**(https://huggingface.co/kevinjesse/codeberta-MT4TS)
-
-## Table of Contents
-- [Dataset Description](#dataset-description)
-  - [Dataset Summary](#dataset-summary)
-  - [Supported Tasks and Leaderboards](#supported-tasks)
-  - [Languages](#languages)
-- [Dataset Structure](#dataset-structure)
-  - [Data Instances](#data-instances)
-  - [Data Fields](#data-fields)
-  - [Data Splits](#data-splits-sample-size)
-- [Dataset Creation](#dataset-creation)
-  - [Curation Rationale](#curation-rationale)
-  - [Source Data](#source-data)
-  - [Annotations](#annotations)
-  - [Personal and Sensitive Information](#personal-and-sensitive-information)
-- [Considerations for Using the Data](#considerations-for-using-the-data)
-  - [Social Impact of Dataset](#social-impact-of-dataset)
-  - [Discussion of Biases](#discussion-of-biases)
-  - [Other Known Limitations](#other-known-limitations)
-- [Additional Information](#additional-information)
-  - [Dataset Curators](#dataset-curators)
-  - [Licensing Information](#licensing-information)
-  - [Citation Information](#citation-information)
-  - [Contributions](#contributions)
-
-## Dataset Description
-
-- **Homepage:** https://github.com/kevinjesse/ManyTypes4TypeScript
-
-### Dataset Summary
-
-ManyTypes4TypeScript type inference dataset, available at https://github.com/kevinjesse/ManyTypes4TypeScript
-
-Given a line of source code, the task is to identify types that correspond with the tokens of code. We treat this as a tagging task similar to NER and POS where the model must predict a structural property of code i.e types. This is a classification task where the labels are the top occurring types in the training dataset. The size type vocabulary can be changed with the scripts found on Github.
-
-
-### Supported Tasks and Leaderboards
-
-- `multi-class-classification`: The dataset can be used to train a model for predicting types across a sequence.
-
-### Languages
-
-- TypeScript
-
-## Dataset Structure
-
-### Data Instances
-
-An example of 'validation' looks as follows.
-```
-{
-"tokens": ["import", "{", "Component", ",", "ChangeDetectorRef", "}", "from", "'@angular/core'", ";", "import", "{", "Router", "}", "from", "'@angular/router'", ";", "import", "{", "MenuController", "}", "from", "'@ionic/angular'", ";", "import", "{", "Storage", "}", "from", "'@ionic/storage'", ";", "import", "Swiper", "from", "'swiper'", ";", "@", "Component", "(", "{", "selector", ":", "'page-tutorial'", ",", "templateUrl", ":", "'tutorial.html'", ",", "styleUrls", ":", "[", "'./tutorial.scss'", "]", ",", "}", ")", "export", "class", "TutorialPage", "{", "showSkip", "=", "true", ";", "private", "slides", ":", "Swiper", ";", "constructor", "(", "public", "menu", ",", "public", "router", ",", "public", "storage", ",", "private", "cd", ")", "{", "}", "startApp", "(", ")", "{", "this", ".", "router", ".", "navigateByUrl", "(", "'/app/tabs/schedule'", ",", "{", "replaceUrl", ":", "true", "}", ")", ".", "then", "(", "(", ")", "=>", "this", ".", "storage", ".", "set", "(", "'ion_did_tutorial'", ",", "true", ")", ")", ";", "}", "setSwiperInstance", "(", "swiper", ")", "{", "this", ".", "slides", "=", "swiper", ";", "}", "onSlideChangeStart", "(", ")", "{", "this", ".", "showSkip", "=", "!", "this", ".", "slides", ".", "isEnd", ";", "this", ".", "cd", ".", "detectChanges", "(", ")", ";", "}", "ionViewWillEnter", "(", ")", "{", "this", ".", "storage", ".", "get", "(", "'ion_did_tutorial'", ")", ".", "then", "(", "res", "=>", "{", "if", "(", "res", "===", "true", ")", "{", "this", ".", "router", ".", "navigateByUrl", "(", "'/app/tabs/schedule'", ",", "{", "replaceUrl", ":", "true", "}", ")", ";", "}", "}", ")", ";", "this", ".", "menu", ".", "enable", "(", "false", ")", ";", "}", "ionViewDidLeave", "(", ")", "{", "this", ".", "menu", ".", "enable", "(", "true", ")", ";", "}", "}"],
-"labels": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "MenuController", null, null, "Router", null, null, "Storage", null, null, "ChangeDetectorRef", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "Swiper", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null],
-"url": "https://github.com/ionic-team/ionic-conference-app",
-"path": "ionic-conference-app/src/app/pages/tutorial/tutorial.ts",
-"commit_hash": "34d97d29369377a2f0173a2958de1ee0dadb8a6e",
-"file": "tutorial.ts"}
-}
-```
-
-### Data Fields
-
-The data fields are the same among all splits.
-
-#### default
-
-|field name. | type        |               description                  |
-|------------|-------------|--------------------------------------------|
-|tokens      |list[string] | Sequence of tokens (word tokenization)     |
-|labels      |list[string] | A list of corresponding types              |
-|url         |string       | Repository URL                             |
-|path        |string       | Original file path that contains this code |
-|commit_hash |string       | Commit identifier in the original project  |
-|file        |string       | File name                                  |
-
-### Data Splits
-
-|   name   |  train   |validation|   test  |
-|---------:|---------:|---------:|--------:|
-|projects  |  75.00%  |  12.5%   |  12.5%  |
-|files     |  90.53%  |  4.43%   |  5.04%  |
-|sequences |  91.95%  |  3.71%   |  4.34%  |
-|types     |  95.33%  |  2.21%   |  2.46%  |
-
-##Types by the Numbers
-
-## Dataset Creation
-
-### Curation Rationale
-
-[More Information Needed]
-
-### Source Data
-
-#### Initial Data Collection and Normalization
-
-[More Information Needed]
-
-#### Who are the source language producers?
-
-[More Information Needed]
-
-### Annotations
-
-Human annotated types in optionally typed languages and the compiler inferred annotations.
-
-#### Annotation process
-
-
-
-#### Who are the annotators?
-
-Developers and TypeScript Compiler.
-
-### Personal and Sensitive Information
-
-[More Information Needed]
-
-## Considerations for Using the Data
-
-### Social Impact of Dataset
-
-[More Information Needed]
-
-### Discussion of Biases
-
-[More Information Needed]
-
-### Other Known Limitations
-
-[More Information Needed]
-
-## Additional Information
-
-### Dataset Curators
-
-https://github.com/kevinjesse
-
-### Licensing Information
-
-Creative Commons 4.0 (CC) license
-
-### Citation Information
-
-```
+---
+licenses: 
+- cc-by-4.0
+annotations_creators:
+- found
+- machine-generated
+language_creators:
+- found
+languages:
+- TypeScript
+multilinguality:
+- monolingual
+size_categories:
+- 10M<n<100M
+source_datasets:
+- original
+task_categories:
+- structure-prediction
+task_ids:
+- type-inference
+pretty_name: ManyTypes4TypeScript
+---
+# Models Trained On ManyTypes4TypeScript
+- **[CodeBERT]**(https://huggingface.co/kevinjesse/codebert-MT4TS)
+- **[GraphCodeBERT]**(https://huggingface.co/kevinjesse/graphcodebert-MT4TS)
+- **[CodeBERTa]**(https://huggingface.co/kevinjesse/codeberta-MT4TS)
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks and Leaderboards](#supported-tasks)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-fields)
+  - [Data Splits](#data-splits-sample-size)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+  - [Contributions](#contributions)
+
+## Dataset Description
+
+- **Dataset:** https://doi.org/10.5281/zenodo.6387001
+- **PapersWithCode:** https://paperswithcode.com/sota/type-prediction-on-manytypes4typescript
+
+### Dataset Summary
+
+ManyTypes4TypeScript type inference dataset, available at [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.6387001.svg)](https://doi.org/10.5281/zenodo.6387001)
+
+Given a line of source code, the task is to identify types that correspond with the tokens of code. We treat this as a tagging task similar to NER and POS where the model must predict a structural property of code i.e types. This is a classification task where the labels are the top occurring types in the training dataset. The size type vocabulary can be changed with the scripts found on Github.
+
+
+### Supported Tasks and Leaderboards
+
+- `multi-class-classification`: The dataset can be used to train a model for predicting types across a sequence.
+
+### Languages
+
+- TypeScript
+
+## Dataset Structure
+
+### Data Instances
+
+An example of 'validation' looks as follows.
+```
+{
+"tokens": ["import", "{", "Component", ",", "ChangeDetectorRef", "}", "from", "'@angular/core'", ";", "import", "{", "Router", "}", "from", "'@angular/router'", ";", "import", "{", "MenuController", "}", "from", "'@ionic/angular'", ";", "import", "{", "Storage", "}", "from", "'@ionic/storage'", ";", "import", "Swiper", "from", "'swiper'", ";", "@", "Component", "(", "{", "selector", ":", "'page-tutorial'", ",", "templateUrl", ":", "'tutorial.html'", ",", "styleUrls", ":", "[", "'./tutorial.scss'", "]", ",", "}", ")", "export", "class", "TutorialPage", "{", "showSkip", "=", "true", ";", "private", "slides", ":", "Swiper", ";", "constructor", "(", "public", "menu", ",", "public", "router", ",", "public", "storage", ",", "private", "cd", ")", "{", "}", "startApp", "(", ")", "{", "this", ".", "router", ".", "navigateByUrl", "(", "'/app/tabs/schedule'", ",", "{", "replaceUrl", ":", "true", "}", ")", ".", "then", "(", "(", ")", "=>", "this", ".", "storage", ".", "set", "(", "'ion_did_tutorial'", ",", "true", ")", ")", ";", "}", "setSwiperInstance", "(", "swiper", ")", "{", "this", ".", "slides", "=", "swiper", ";", "}", "onSlideChangeStart", "(", ")", "{", "this", ".", "showSkip", "=", "!", "this", ".", "slides", ".", "isEnd", ";", "this", ".", "cd", ".", "detectChanges", "(", ")", ";", "}", "ionViewWillEnter", "(", ")", "{", "this", ".", "storage", ".", "get", "(", "'ion_did_tutorial'", ")", ".", "then", "(", "res", "=>", "{", "if", "(", "res", "===", "true", ")", "{", "this", ".", "router", ".", "navigateByUrl", "(", "'/app/tabs/schedule'", ",", "{", "replaceUrl", ":", "true", "}", ")", ";", "}", "}", ")", ";", "this", ".", "menu", ".", "enable", "(", "false", ")", ";", "}", "ionViewDidLeave", "(", ")", "{", "this", ".", "menu", ".", "enable", "(", "true", ")", ";", "}", "}"],
+"labels": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "MenuController", null, null, "Router", null, null, "Storage", null, null, "ChangeDetectorRef", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "Swiper", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null],
+"url": "https://github.com/ionic-team/ionic-conference-app",
+"path": "ionic-conference-app/src/app/pages/tutorial/tutorial.ts",
+"commit_hash": "34d97d29369377a2f0173a2958de1ee0dadb8a6e",
+"file": "tutorial.ts"}
+}
+```
+
+### Data Fields
+
+The data fields are the same among all splits.
+
+#### default
+
+|field name. | type        |               description                  |
+|------------|-------------|--------------------------------------------|
+|tokens      |list[string] | Sequence of tokens (word tokenization)     |
+|labels      |list[string] | A list of corresponding types              |
+|url         |string       | Repository URL                             |
+|path        |string       | Original file path that contains this code |
+|commit_hash |string       | Commit identifier in the original project  |
+|file        |string       | File name                                  |
+
+### Data Splits
+
+|   name   |  train   |validation|   test  |
+|---------:|---------:|---------:|--------:|
+|projects  |  75.00%  |  12.5%   |  12.5%  |
+|files     |  90.53%  |  4.43%   |  5.04%  |
+|sequences |  91.95%  |  3.71%   |  4.34%  |
+|types     |  95.33%  |  2.21%   |  2.46%  |
+
+##Types by the Numbers
+
+## Dataset Creation
+
+### Curation Rationale
+
+[More Information Needed]
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+[More Information Needed]
+
+#### Who are the source language producers?
+
+[More Information Needed]
+
+### Annotations
+
+Human annotated types in optionally typed languages and the compiler inferred annotations.
+
+#### Annotation process
+
+
+
+#### Who are the annotators?
+
+Developers and TypeScript Compiler.
+
+### Personal and Sensitive Information
+
+[More Information Needed]
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+[More Information Needed]
+
+### Discussion of Biases
+
+[More Information Needed]
+
+### Other Known Limitations
+
+[More Information Needed]
+
+## Additional Information
+
+### Dataset Curators
+
+https://github.com/kevinjesse
+
+### Licensing Information
+
+Creative Commons 4.0 (CC) license
+
+### Citation Information
+
+```
 ```