---
license: cc-by-nc-4.0
task_categories:
- time-series-forecasting
tags:
- time-series
- forecasting
- benchmark
pretty_name: TIME
language:
- en
---

# **TIME**

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.

[🏆Leaderboard](https://huggingface.co/spaces/Real-TSF/TIME-leaderboard)

[📂Processed csv](https://huggingface.co/datasets/Real-TSF/TIME-ProcessedCSV) (Optional: For reference or custom pipelines only)

[📊Reuslts & tsfeatures](https://huggingface.co/datasets/Real-TSF/TIME-Output) (Optional: Leaderboard data, not required for experiments)


# **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.