| --- |
| pretty_name: CLE Lite — Full |
| language: |
| - en |
| license: other |
| license_name: per-task-notice |
| tags: |
| - arxiv:2610.33956 |
| - benchmark |
| - evaluation |
| extra_gated_heading: Request access to the CLE Lite full packages |
| extra_gated_description: >- |
| This dataset holds the complete CLE Lite task packages, including the evaluation rubrics, ground truth, grader and reference solutions. Access is gated to protect the benchmark and is approved manually. |
| extra_gated_fields: |
| Full name: text |
| Affiliation / organization: text |
| Intended use: text |
| I will not use the rubrics or reference answers to train, fine-tune or distill any model: checkbox |
| I will not show the rubrics or reference answers to an agent while it is being evaluated: checkbox |
| I will not publicly repost the rubrics or reference answers: checkbox |
| extra_gated_button_content: Request access |
| --- |
| |
| <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> |
|
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| <h1 align="center" style="font-size: 32px; line-height: 1.25;">CLE Lite — Full</h1> |
|
|
| <p align="center"> |
| The complete packages of the twenty CLE Lite tasks, for running and scoring agents. |
| </p> |
|
|
| <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> |
|
|
| <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> |
|
|
| The complete packages of the twenty CLE Lite tasks are available here after manual access approval. Each task directory holds one Harbor package and the notices for the third-party files it contains: |
|
|
| | Path | Contents | |
| |---|---| |
| | `harbor/task/` | The Harbor task: container environment, workspace files, the five level instructions, tests and the reference-solution entry point | |
| | `harbor/private/` | The judge side: rubric checks, reference values and deliverables, the reference program and the sealed grader | |
| | `harbor/build.json`, `harbor/freeze.json` | The build record and the SHA-256 manifest of every task and judge file | |
| | `NOTICE.md`, `PROVENANCE.md` | Third-party sources and terms; the source, version, retrieval time, hash and licence note of every workspace file | |
|
|
| The `runtime/` directory holds the CLE Lite runner; [`runtime/README.md`](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Full/blob/main/runtime/README.md) explains how to download a task with its integrity checks, run an agent in direct or CLE mode, and grade the submissions. |
|
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| Use this material only in an evaluation setup that keeps judge-side files separate from the agent. |
|
|
| ## 🗂️ 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](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Workspaces) | 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** (this repository) | Complete task packages for running and scoring agents | Approval required | |
|
|
| ## 📁 Layout |
|
|
| ```text |
| 016-data-scientist/ |
| ├── NOTICE.md |
| ├── PROVENANCE.md |
| └── harbor/ |
| ├── task/ |
| │ ├── task.toml instruction.md |
| │ ├── steps/t1/ … steps/t5/ |
| │ ├── environment/ |
| │ ├── tests/ |
| │ └── solution/ |
| ├── private/ |
| │ ├── checks.json task.json |
| │ ├── reference/ |
| │ └── grader/ |
| ├── build.json |
| └── freeze.json |
| runtime/ the CLE Lite runner and its tests |
| ``` |
|
|
| The Hub does not store folders named `.git`. Task `009-localization-engineer` holds real git checkouts; their `.git` folders are in `harbor/git-folders.tar`. The runtime's `download` command unpacks and verifies them; after a plain `hf download`, run `tar -xf git-folders.tar` inside `harbor/`. |
|
|
| <p align="center"> |
| <img src="https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite/resolve/main/assets/cle-lite-domains-plain.png" width="960" style="max-width: 100%; height: auto;" alt="The twenty CLE Lite tasks by domain and area, with every task named on the outer ring."> |
| </p> |
|
|
| ## ⚠️ Terms of use |
|
|
| For open inspection, see the public [CLE Lite](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite) cards and [CLE Lite Workspaces](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Workspaces). These public resources omit judge-side answers and setup scripts. |
|
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| Do not include the tasks or reference material in training corpora. |
|
|
| ## 📝 Citation |
|
|
| 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} |
| } |
| ``` |
|
|
| [Download BibTeX](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite/resolve/main/citation.bib) · [Evaluation reporting details](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite#citation) |
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