| --- |
| license: cc-by-nc-4.0 |
| task_categories: |
| - time-series-forecasting |
| tags: |
| - time-series |
| - forecasting |
| - benchmark |
| pretty_name: TIME |
| language: |
| - en |
| --- |
| |
| # **TIME** |
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| We present TIME, a task-centric benchmark comprising 50 fresh datasets and 98 forecasting tasks, where configurations are aligned with real-world operational requirements. By archiving window-level prediction results, our benchmark enables pattern-level evaluation and visualization. This repository contains the ready-to-use Hugging Face dataset for running experiments. |
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| [🏆Leaderboard](https://huggingface.co/spaces/Real-TSF/TIME-leaderboard) |
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| [📂Processed csv](https://huggingface.co/datasets/Real-TSF/TIME-ProcessedCSV) (Optional: For reference or custom pipelines only) |
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| [📊Reuslts & tsfeatures](https://huggingface.co/datasets/Real-TSF/TIME-Output) (Optional: Leaderboard data, not required for experiments) |
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| # **Update Log** |
| * **2026-05-25**: Update the dataset license to **CC BY-NC 4.0** to ensure compliance with all constituent data providers. |
| * **2026-05-20**: Update `Crypto/D`. Update data with public market aggregates from [BitInfoCharts](https://bitinfocharts.com). |
| * **2026-05-16**: Update `Global_Influenza/W`. Fix the bug reported in [Issue #5](https://github.com/zqiao11/TIME/issues/5). |
| * **2026-02-10**: Initial Release. Introduced a comprehensive benchmark comprising 50 datasets across 98 evaluation tasks. |
