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from dataclasses import dataclass | |
from enum import Enum | |
class Task: | |
benchmark: str | |
metric: str | |
col_name: str | |
# Select your tasks here | |
# --------------------------------------------------- | |
class Tasks(Enum): | |
# task_key in the json file, metric_key in the json file, name to display in the leaderboard | |
task0 = Task("metric1", "acc", "Metric1") | |
task1 = Task("metric2", "acc_norm", "Metric2") | |
NUM_FEWSHOT = 0 # Change with your few shot | |
# --------------------------------------------------- | |
# Your leaderboard name | |
TITLE = """<h1 align="center" id="space-title">KatherLab Medical LLM Leaderboard</h1>""" | |
# What does your leaderboard evaluate? | |
INTRODUCTION_TEXT = """ | |
This Leaderboards compares the performance of LLM models regarding multiple information extraction tasks from medical documents. | |
""" | |
# Which evaluations are you running? how can people reproduce what you have? | |
LLM_BENCHMARKS_TEXT = """ | |
## How it works | |
We created multiple benchmark experiments. We use llama-cpp with restricted generations to evaluate LLM models on medical text. | |
## Reproducibility | |
As of right now, the evaluation datasets are not publicly available. Please reach out to us if you have any questions. | |
""" | |
CITATION_BUTTON_LABEL = "Copy the following snippet to cite these results" | |
CITATION_BUTTON_TEXT = r"""Wiest, I. C., Wolf, F., Leßmann, M.-E., van Treeck, M., Ferber, D., Zhu, J., Boehme, H., Bressem, K. K., Ulrich, H., Ebert, M. P., & Kather, J. N. (2024). LLM-AIx: An open source pipeline for Information Extraction from unstructured medical text based on privacy preserving Large Language Models. https://doi.org/10.1101/2024.09.02.24312917 | |
@misc{Wiest_Wolf_Leßmann_van Treeck_Ferber_Zhu_Boehme_Bressem_Ulrich_Ebert_et al._2024, | |
title={LLM-AIx: An open source pipeline for Information Extraction from unstructured medical text based on privacy preserving Large Language Models}, | |
url={http://dx.doi.org/10.1101/2024.09.02.24312917}, | |
DOI={10.1101/2024.09.02.24312917}, | |
author={Wiest, Isabella Catharina and Wolf, Fabian and Leßmann, Marie-Elisabeth and van Treeck, Marko and Ferber, Dyke and Zhu, Jiefu and Boehme, Heiko and Bressem, Keno K. and Ulrich, Hannes and Ebert, Matthias P. and Kather, Jakob Nikolas}, | |
year={2024}, month=sep } | |
""" | |