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title: StructEval Leaderboard | |
emoji: 🥇 | |
colorFrom: green | |
colorTo: indigo | |
sdk: gradio | |
app_file: app.py | |
pinned: true | |
license: apache-2.0 | |
# Start the configuration | |
Most of the variables to change for a default leaderboard are in `src/env.py` (replace the path for your leaderboard) and `src/about.py` (for tasks). | |
Results files should have the following format and be stored as json files: | |
```json | |
{ | |
"config": { | |
"model_dtype": "torch.float16", # or torch.bfloat16 or 8bit or 4bit | |
"model_name": "path of the model on the hub: org/model", | |
"model_sha": "revision on the hub", | |
}, | |
"results": { | |
"task_name": { | |
"metric_name": score, | |
}, | |
"task_name2": { | |
"metric_name": score, | |
} | |
} | |
} | |
``` | |
Request files are created automatically by this tool. | |
If you encounter problem on the space, don't hesitate to restart it to remove the create eval-queue, eval-queue-bk, eval-results and eval-results-bk created folder. | |
# Code logic for more complex edits | |
You'll find | |
- the main table' columns names and properties in `src/display/utils.py` | |
- the logic to read all results and request files, then convert them in dataframe lines, in `src/leaderboard/read_evals.py`, and `src/populate.py` | |
- teh logic to allow or filter submissions in `src/submission/submit.py` and `src/submission/check_validity.py` | |
# Citation | |
```bibtex | |
@misc{cao2024structevaldeepenbroadenlarge, | |
title={StructEval: Deepen and Broaden Large Language Model Assessment via Structured Evaluation}, | |
author={Boxi Cao and Mengjie Ren and Hongyu Lin and Xianpei Han and Feng Zhang and Junfeng Zhan and Le Sun}, | |
year={2024}, | |
eprint={2408.03281}, | |
archivePrefix={arXiv}, | |
primaryClass={cs.CL}, | |
url={https://arxiv.org/abs/2408.03281}, | |
} | |
``` |