Update Name, citation

src/about.py

@@ -19,9 +19,8 @@ NUM_FEWSHOT = 0 # Change with your few shot
 # ---------------------------------------------------
 
 
-
 # Your leaderboard name
-TITLE = """<h1 align="center" id="space-title">Demo leaderboard</h1>"""
+TITLE = """<h1 align="center" id="space-title">KatherLab Medical LLM Leaderboard</h1>"""
 
 # What does your leaderboard evaluate?
 INTRODUCTION_TEXT = """
@@ -29,44 +28,26 @@ This Leaderboards compares the performance of LLM models regarding multiple info
 """
 
 # Which evaluations are you running? how can people reproduce what you have?
-LLM_BENCHMARKS_TEXT = f"""
+LLM_BENCHMARKS_TEXT = """
 ## How it works
 
-## Reproducibility
-To reproduce our results, here is the commands you can run:
-
-"""
-
-EVALUATION_QUEUE_TEXT = """
-## Some good practices before submitting a model
+We created multiple benchmark experiments. We use llama-cpp with restricted generations to evaluate LLM models on medical text. 
 
-### 1) Make sure you can load your model and tokenizer using AutoClasses:
-```python
-from transformers import AutoConfig, AutoModel, AutoTokenizer
-config = AutoConfig.from_pretrained("your model name", revision=revision)
-model = AutoModel.from_pretrained("your model name", revision=revision)
-tokenizer = AutoTokenizer.from_pretrained("your model name", revision=revision)
-```
-If this step fails, follow the error messages to debug your model before submitting it. It's likely your model has been improperly uploaded.
+## Reproducibility
 
-Note: make sure your model is public!
-Note: if your model needs `use_remote_code=True`, we do not support this option yet but we are working on adding it, stay posted!
+As of right now, the evaluation datasets are not publicly available. Please reach out to us if you have any questions.
 
-### 2) Convert your model weights to [safetensors](https://huggingface.co/docs/safetensors/index)
-It's a new format for storing weights which is safer and faster to load and use. It will also allow us to add the number of parameters of your model to the `Extended Viewer`!
+"""
 
-### 3) Make sure your model has an open license!
-This is a leaderboard for Open LLMs, and we'd love for as many people as possible to know they can use your model 🤗
+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 
 
-### 4) Fill up your model card
-When we add extra information about models to the leaderboard, it will be automatically taken from the model card
+@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 }
 
-## In case of model failure
-If your model is displayed in the `FAILED` category, its execution stopped.
-Make sure you have followed the above steps first.
-If everything is done, check you can launch the EleutherAIHarness on your model locally, using the above command without modifications (you can add `--limit` to limit the number of examples per task).
-"""
 
-CITATION_BUTTON_LABEL = "Copy the following snippet to cite these results"
-CITATION_BUTTON_TEXT = r"""KatherLab 2024
 """