Adding some main text.

src/about.py

@@ -16,17 +16,15 @@ class Tasks(Enum):
     task1 = Task("logiqa", "acc_norm", "LogiQA")
     task2 = Task("toxigen", "acc", "Toxicity")
 
-NUM_FEWSHOT = 0 # Change with your few shot
+NUM_FEWSHOT = 0 # Change with your few shot MEG NOTE: Not sure what that means.
 # ---------------------------------------------------
 
-
-
-# Your leaderboard name
-TITLE = """<h1 align="center" id="space-title">Demo leaderboard</h1>"""
+# Leaderboard name
+TITLE = """<h1 align="center" id="space-title">Toxicity Leaderboard</h1>"""
 
 # What does your leaderboard evaluate?
 INTRODUCTION_TEXT = """
-Intro text
+Evaluate the toxicity of open LLMs.
 """
 
 # Which evaluations are you running? how can people reproduce what you have?
@@ -34,7 +32,8 @@ LLM_BENCHMARKS_TEXT = f"""
 ## How it works
 
 ## Reproducibility
-To reproduce our results, here is the commands you can run:
+To reproduce these results, here is the command you can run:
+```python main.py --model=hf-causal-experimental --model_args="pretrained=<your_model>,use_accelerate=True,revision=<your_model_revision>" --tasks=toxigen --num_fewshot=<n_few_shot> --batch_size=1 --output_path=<output_path>```
 
 """
 
@@ -70,4 +69,11 @@ If everything is done, check you can launch the EleutherAIHarness on your model
 
 CITATION_BUTTON_LABEL = "Copy the following snippet to cite these results"
 CITATION_BUTTON_TEXT = r"""
+@misc{open-llm-toxicity-leaderboard,
+  author = {Margaret Mitchell and Edward Beeching and Clémentine Fourrier and Nathan Habib and Sheon Han and Nathan Lambert and Nazneen Rajani and Omar Sanseviero and Lewis Tunstall and Thomas Wolf},
+  title = {Open LLM Toxicity Leaderboard},
+  year = {2024},
+  publisher = {Hugging Face},
+  howpublished = "\url{https://huggingface.co/spaces/Bias-Leaderboard/leaderboard}"
+}
 """