| --- |
| pretty_name: CLE Lite — Workspaces |
| language: |
| - en |
| license: other |
| license_name: per-task-notice |
| tags: |
| - arxiv:2610.33956 |
| - agents |
| - multi-step |
| - benchmark |
| --- |
| |
| <p align="center"> |
| <a href="https://haoyu-zhao.github.io/CLE/"><img src="https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite/resolve/main/assets/cle-banner.svg" width="640" style="display: inline-block; max-width: 100%; height: auto; margin: 0;" alt="Continual Learning Exam — CLE"></a> |
| </p> |
|
|
| <h1 align="center" style="font-size: 32px; line-height: 1.25;">CLE Lite — Workspaces</h1> |
|
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| <p align="center"> |
| The level instructions and workspace files of the twenty CLE Lite tasks, as supplied to agents. |
| </p> |
|
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| <p align="center"> |
| <a href="https://github.com/haoyu-zhao/Continual-Learning-Exam"><img src="https://img.shields.io/badge/GitHub-Repository-181717?logo=github&logoColor=white" alt="GitHub repository"></a> |
| <a href="https://haoyu-zhao.github.io/CLE/"><img src="https://img.shields.io/badge/Website-CLE-0099CC" alt="Project website"></a> |
| <a href="https://arxiv.org/abs/2610.33956"><img src="https://img.shields.io/badge/arXiv-2610.33956-B31B1B" alt="Paper on arXiv: 2610.33956"></a> |
| </p> |
|
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| <p align="center"> |
| <a href="https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite"><img src="https://img.shields.io/badge/Task_Cards-100_Levels-5865F2?logo=huggingface&logoColor=white" alt="Browse 100 level instructions"></a> |
| <a href="https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Workspaces"><img src="https://img.shields.io/badge/Workspaces-Public-2EA043?logo=huggingface&logoColor=white" alt="Public workspaces"></a> |
| <a href="https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Rubrics"><img src="https://img.shields.io/badge/Rubrics-Approval_Required-8C2416?logo=huggingface&logoColor=white" alt="Request access to the rubrics"></a> |
| <a href="https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Full"><img src="https://img.shields.io/badge/Full_Packages-Approval_Required-8C2416?logo=huggingface&logoColor=white" alt="Request access to the full packages"></a> |
| </p> |
|
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| Public agent-facing materials for the twenty CLE Lite tasks. Each task directory contains five level instructions (`test/t1.md` to `test/t5.md`), the workspace files that arrive at each level (`workspace/t1/` to `workspace/t5/`), and source notices (`NOTICE.md`, `PROVENANCE.md`). Evaluation rubrics, reference answers, setup scripts, and the evaluation harness are excluded. |
|
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| ## 🗂️ The four CLE Lite repositories |
|
|
| | Repository | Contents | Access | |
| | :--- | :--- | :--- | |
| | [CLE Lite](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite) | 100 task cards: assignments, expected inputs and outputs, input-file inventories | Public | |
| | **CLE Lite Workspaces** (this repository) | Level instructions and the workspace files supplied to agents | Public | |
| | [CLE Lite Rubrics](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Rubrics) | Evaluation rubrics and ground-truth references | Approval required | |
| | [CLE Lite Full](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Full) | Complete task packages for running and scoring agents | Approval required | |
|
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| Start with [CLE Lite](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite) to browse all 100 task-level cards. |
|
|
| ## 📁 Layout |
|
|
| ```text |
| 016-data-scientist/ |
| ├── test/ |
| │ └── t1.md … t5.md level instructions |
| ├── workspace/ |
| │ └── t1/ … t5/ files that arrive at each level |
| ├── NOTICE.md third-party sources and terms |
| └── PROVENANCE.md where each file came from |
| ``` |
|
|
| ## ⚠️ Terms of use |
|
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| The workspace files are source data, not a hosted service. Downloading this repository alone does not reproduce the benchmark environment. Please do not include these tasks in training corpora. Third-party sources and terms are listed in each task's `NOTICE.md`. |
|
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| ## 📝 Citation |
|
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| If you use these CLE Lite resources, please cite the [CLE paper](https://arxiv.org/abs/2610.33956): |
|
|
| ```bibtex |
| @misc{zhao2026continuallearningexambenchmarking, |
| title = {Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents}, |
| author = {Haoyu Zhao and Sitian Tu and Yuxuan Huang and Huichi Zhou |
| and Zhangyue Yin and Jiahao Huang and Jingyuan Xu and Tianmiao Shi |
| and Jin Shi and Nianxi Zhang and Yangmiao Zhang and Zhuolang Chan |
| and Huiyan Hu and Chenchao Sheng and Yaqing Luo and Yue Chen |
| and Huaxiu Yao and Meng Fang and Jun Wang}, |
| year = {2026}, |
| eprint = {2610.33956}, |
| archivePrefix = {arXiv}, |
| primaryClass = {cs.LG}, |
| url = {https://arxiv.org/abs/2610.33956} |
| } |
| ``` |
|
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| [Download BibTeX](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Workspaces/resolve/main/citation.bib) · [Evaluation reporting details](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite#citation) |
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