Update README.md

README.md

@@ -1,3 +1,69 @@
----
-license: cc-by-nc-4.0
----
+---
+license: cc-by-nc-4.0
+tags:
+- coding
+- agents
+---
+# SWE-PolyBench
+
+[SWE-PolyBench](https://github.com/amazon-science/SWE-PolyBench) is a multi language repo level software engineering benchmark. Currently it includes 4 languages: Python, Java, Javascript, and Typescript. The number of instances in each language is:
+
+Javascript: 1017
+
+Typescript: 729
+
+Python: 199
+
+Java: 165
+
+## Datasets
+
+There are total *two* datasets available under SWE-PolyBench. `AmazonScience/SWE-PolyBench` is the full dataset and `AmazonScience/SWE-PolyBench_500` is the stratified sampled dataset with 500 instances.
+
+## Leaderboard
+
+We evaluated several open source coding agents/models on this dataset and report them in our [leaderboard]().
+
+## Submit
+
+To submit your predictions on this dataset, please follow this [README](https://github.com/amazon-science/SWE-PolyBench/blob/submission/README.md)
+
+## Languages
+
+The text of the dataset is primarily English.
+
+## Dataset Structure
+
+An example row from the dataset includes the following columns:
+```
+instance_id: (str) - A formatted instance identifier, usually as repo_owner__repo_name-PR-number.
+patch: (str) - The gold patch, the patch generated by the PR (minus test-related code), that resolved the issue.
+repo: (str) - The repository owner/name identifier from GitHub.
+base_commit: (str) - The commit hash of the repository representing the HEAD of the repository before the solution PR is applied.
+hints_text: (str) - Comments made on the issue prior to the creation of the solution PR’s first commit creation date.
+created_at: (str) - The creation date of the pull request.
+test_patch: (str) - A test-file patch that was contributed by the solution PR.
+problem_statement: (str) - The issue title and body.
+F2P: (str) - A json list of strings that represent the set of tests resolved by the PR and tied to the issue resolution.
+P2P: (str) - A json list of strings that represent tests that should pass before and after the PR application.
+language: (str) - The programming language
+Dockerfile: (str) - The instance level dockerfile
+test_command: (str) - The test command used to get F2P and P2P
+task_category: (str) - The problem classification (Bug Fix, Refactoring, Feature)
+is_no_nodes: (bool) - Helpful info for evaluating retrieval metrics
+is_func_only: (bool) - Helpful info for evaluating retrieval metrics
+is_class_only: (bool) - Helpful info for evaluating retrieval metrics
+is_mixed: (bool) - Helpful info for evaluating retrieval metrics
+num_func_changes: (int) - Helpful info for evaluating retrieval metrics
+num_class_changes: (int) - Helpful info for evaluating retrieval metrics
+num_nodes: (int) - Helpful info for evaluating retrieval metrics
+is_single_func: (bool) - Helpful info for evaluating retrieval metrics
+is_single_class: (bool) - Helpful info for evaluating retrieval metrics
+modified_nodes: (bool) - Helpful info for evaluating retrieval metrics
+```
+
+## Citation
+
+If you find our work useful please cite:
+```
+```