diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..afffdfab7a5b4106da656e2c9a9f598f8a0ed205 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,179 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.lz4 filter=lfs diff=lfs merge=lfs -text +*.mds filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +# Audio files - uncompressed +*.pcm filter=lfs diff=lfs merge=lfs -text +*.sam filter=lfs diff=lfs merge=lfs -text +*.raw filter=lfs diff=lfs merge=lfs -text +# Audio files - compressed +*.aac filter=lfs diff=lfs merge=lfs -text +*.flac filter=lfs diff=lfs merge=lfs -text +*.mp3 filter=lfs diff=lfs merge=lfs -text +*.ogg filter=lfs diff=lfs merge=lfs -text +*.wav filter=lfs diff=lfs merge=lfs -text +# Image files - uncompressed +*.bmp filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.tiff filter=lfs diff=lfs merge=lfs -text +# Image files - compressed +*.jpg filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.webp filter=lfs diff=lfs merge=lfs -text +# Video files - compressed +*.mp4 filter=lfs diff=lfs merge=lfs -text +*.webm filter=lfs diff=lfs merge=lfs -text +ccplus.jsonl filter=lfs diff=lfs merge=lfs -text +paper.pdf filter=lfs diff=lfs merge=lfs -text +ccplus_4x/part-000.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_4x/part-001.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_4x/part-007.jsonl filter=lfs 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merge=lfs -text +ccplus_5x/part-037.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-043.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-049.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-051.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-044.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-042.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-036.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-045.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-048.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-034.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-041.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-054.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-047.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-053.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-050.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-058.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-056.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-057.jsonl filter=lfs diff=lfs merge=lfs -text +ccplus_5x/part-055.jsonl filter=lfs diff=lfs merge=lfs -text diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..10fabd90118f7ce38bb2e4753e105e744442a429 --- /dev/null +++ b/LICENSE @@ -0,0 +1,395 @@ +Attribution 4.0 International + +======================================================================= + +Creative Commons Corporation ("Creative Commons") is not a law firm and +does not provide legal services or legal advice. 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Except for the limited purpose of indicating that material +is shared under a Creative Commons public license or as otherwise +permitted by the Creative Commons policies published at +creativecommons.org/policies, Creative Commons does not authorize the +use of the trademark "Creative Commons" or any other trademark or logo +of Creative Commons without its prior written consent including, +without limitation, in connection with any unauthorized modifications +to any of its public licenses or any other arrangements, +understandings, or agreements concerning use of licensed material. For +the avoidance of doubt, this paragraph does not form part of the public +licenses. + +Creative Commons may be contacted at creativecommons.org. diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..70491097c5ca81c39d42837d429aad3dbb0dfe41 --- /dev/null +++ b/README.md @@ -0,0 +1,134 @@ +--- +license: cc-by-4.0 +size_categories: +- 10K +

CodeContests+: A Competitive Programming Dataset with High-Quality Test Cases

+ + +
+ + 2506.05817 + + + Hugging Face + + + Dataset License + + + Sandbox License + +
+ +## Introduction + +CodeContests+ is a competitive programming problem dataset built upon [CodeContests](https://huggingface.co/datasets/deepmind/code_contests). It includes 11,690 competitive programming problems, along with corresponding high-quality test cases, test case generators, test case validators, output checkers, and more than 13 million correct and incorrect solutions. + +## Highlights + +**High Quality Test Cases:** We developed a Generator-Validator Agent System that can construct high-quality test cases for each problem. In addition to random test cases, it also generates special test cases tailored to the problem's characteristics and various corner cases, aiming to cover as many potential errors as possible. Furthermore, the correctness of these test cases is verified by an independent test case validator to ensure they comply with the problem constraints. + +**Test Case Generators:** We provide a test case generator for each problem, along with the commands to run it. These commands can be run multiple times to produce an infinite number of test cases. This allows users to understand the specific characteristics of all test cases clearly and enables them to use these generators to create as many additional test cases as they need. + +**Flexible Number of Test Cases:** Additionally, we also provide pre-generated test cases, available in five versions: 1x, 2x, ..., 5x. The number of test cases in these versions increases sequentially, so the computational resources required to run them will also increase. This allows users to strike a balance between computational cost and coverage according to their needs. + +**Test Case Validators:** Competitive programming problems usually specify many constraints on the input data itself, including data ranges, format requirements, data structure requirements, and so on. Therefore, constructing fully valid test cases is not an easy task, and even professional problem setters can easily make mistakes. For each problem, we provide a test case validator that strictly checks whether the test case input satisfies all constraints outlined in the problem description, to ensure the validity of the test cases as much as possible. + +**Output Checkers for Multiple Answer Problems:** In programming competitions, problems with multiple valid solutions are very common. This means that the same input can correspond to several valid outputs. Therefore, correctness cannot be determined simply by comparing the program's output with a single, pre-defined correct answer. For this reason, we provide custom output checkers for all such problems to verify the correctness of the output. + +**Rigorous Evaluation:** To rigorously evaluate the quality of these test cases, we assessed their accuracy using a large number of solutions. For each problem, we used 100 correct solutions and 100 incorrect solutions to determine if the test cases could correctly distinguish between correct and incorrect submissions. We have recorded the evaluation results, including True Positive Rate (TPR) and True Negative Rate (TNR), in the dataset. Additionally, based on these results, we selected a high-quality subset from the full dataset, named [CodeContests+Verified](https://huggingface.co/datasets/ByteDance-Seed/Code-Contests-Plus-Verified), in which the TPR and TNR for each problem are both above 0.9. Users can apply their own filtering if they require a looser or stricter threshold + +## Quickstart + +Load dataset without test cases: +```python +from datasets import load_dataset + +# Login using e.g. `huggingface-cli login` to access this dataset +ds = load_dataset("ByteDance-Seed/Code-Contests-Plus", "default") +``` + +Load dataset with `1x` test cases: +```python +from datasets import load_dataset + +# Login using e.g. `huggingface-cli login` to access this dataset +ds = load_dataset("ByteDance-Seed/Code-Contests-Plus", "1x") +``` + +This dataset has 6 subsets, namely `default`, `1x`, `2x`, `3x`, `4x`, and `5x`. The problems in these subsets are the same. The only difference is the number of test cases. The table below presents the average number of test cases per problem in each subset. + +| Subset | default | 1x | 2x | 3x | 4x | 5x | +|-------------------|---------|----|----|----|----|----| +| Avg. # test cases | 0 | 25 | 44 | 62 | 80 | 98 | + +## Usage + +We recommend using CodeContests+ with [SandboxFusion](https://github.com/bytedance/SandboxFusion). SandboxFusion supports the automatic evaluation on 10+ open-source datasets, including CodeContest+, LiveCodeBench, HumanEval, MBPP, MHPP, and 20+ programming languages, including C++, Python (GPU supported), C#, Go, Java, NodeJS, Typescript, Kotlin, Rust, Bash, PHP, and even Verilog. + +## Evaluation Result + +![Fig](https://huggingface.co/datasets/ByteDance-Seed/Code-Contests-Plus/resolve/main/result.png) + +We present the histogram of the TPR and TNR of problems from (a) CodeContests and (b)CodeContests+ above. For more details of our evaluation, please refer to our [paper](https://arxiv.org/abs/2506.05817). + +## License + +This project is licensed under CC-BY-4.0. See the [LICENSE file](https://huggingface.co/datasets/ByteDance-Seed/Code-Contests-Plus/blob/main/LICENSE) for details. + +## Citation + +``` +@inproceedings{wang-etal-2025-codecontests, + title = "{C}ode{C}ontests+: High-Quality Test Case Generation for Competitive Programming", + author = "Wang, Zihan and + Liu, Siyao and + Sun, Yang and + Ding, Ming and + Li, Hongyan", + editor = "Christodoulopoulos, Christos and + Chakraborty, Tanmoy and + Rose, Carolyn and + Peng, Violet", + booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", + month = nov, + year = "2025", + address = "Suzhou, China", + publisher = "Association for Computational Linguistics", + url = "https://aclanthology.org/2025.findings-emnlp.299/", + pages = "5576--5600", + ISBN = "979-8-89176-335-7" +} +``` \ No newline at end of file diff --git a/ccplus_1x/part-00000-of-00020.parquet b/ccplus_1x/part-00000-of-00020.parquet new file mode 100644 index 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