| --- |
| license: mit |
| task_categories: |
| - text2text-generation |
| language: |
| - en |
| size_categories: |
| - n<1K |
| configs: |
| - config_name: all |
| data_files: |
| - split: test |
| path: simulbench_all.jsonl |
| - config_name: hard |
| data_files: |
| - split: test |
| path: simulbench_hard.jsonl |
| - config_name: objective |
| data_files: |
| - split: test |
| path: simulbench_objective.jsonl |
| - config_name: subjective |
| data_files: |
| - split: test |
| path: simulbench_subjective.jsonl |
| - config_name: system |
| data_files: |
| - split: test |
| path: simulbench_system.jsonl |
| - config_name: tool |
| data_files: |
| - split: test |
| path: simulbench_tool.jsonl |
| - config_name: role |
| data_files: |
| - split: test |
| path: simulbench_role.jsonl |
| --- |
| |
| ## Dataset Formats |
| ```jsonl |
| { |
| "id": "...", |
| "task_description": "...", |
| "act": "..." |
| } |
| ``` |
|
|
| ## Dataset Loading |
|
|
| The subsets for SimulBench can be loaded as follows: |
| ```python |
| from dataset import load_dataset |
| |
| all_tasks = load_dataset("SimulBench/SimulBench", "all", split="test") |
| ``` |
| Other available subsets are: `hard`, `subjective`, `objective`, `system`, `tool`, `role`. |
|
|
| ## More Info |
|
|
| * [Paper](xxx) |
| * [Website](https://simulbench.github.io/) |
| * [Leaderboard & Data Explorer](https://huggingface.co/spaces/SimulBench/SimulBench) |
|
|
| ## Acknowledgements |
|
|
| The simulation tasks are sourced from [Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts) with modifications. |
|
|
| ## Citation Information |
|
|
| ```latex |
| @article{simulbench2024, |
| title={SimulBench: Evaluating LLMs with Diverse Simulation Tasks}, |
| author={Qi Jia, Xiang Yue, Tianyu Zheng, Jie Huang, and Bill Yuchen Lin}, |
| year={2024}, |
| eprint={}, |
| archivePrefix={arXiv}, |
| primaryClass={cs.CL} |
| } |
| ``` |
|
|
