doc updates

app.py

@@ -26,17 +26,17 @@ with demo:
     
     gr.HTML("""<h1 align="center" id="space-title">🤗Powered-by-Intel LLM Leaderboard 💻</h1>""")
     gr.Markdown("""This leaderboard is designed to evaluate, score, and rank open-source LLMs
-                that have been pre-trained or fine-tuned on Intel Hardware 🦾 To submit your model for evaluation
-        follow the instructions and complete the form in the "🏎️ Submit" tab. Models submitted to the leaderboard are evaluated 
-        on the Intel Developer Cloud ☁️ The evaluation platform consists of Gaudi Accelerators and Xeon CPUs running benchmarks from
+                that have been pre-trained or fine-tuned on Intel Hardware 🦾. To submit your model for evaluation,
+        follow the instructions and complete the form in the 🏎️ Submit tab. Models submitted to the leaderboard are evaluated 
+        on the Intel Developer Cloud ☁️. The evaluation platform consists of Gaudi Accelerators and Xeon CPUs running benchmarks from
         the  [Eleuther AI Language Model Evaluation Harness](https://github.com/EleutherAI/lm-evaluation-harness).""")
-    gr.Markdown("""Join  5000+ developers on the [Intel DevHub Discord](https://discord.gg/yNYNxK2k) to  get support with your submission and 
-                talk about everything from GenAI and HPC to Quantum Computing.""")
+    gr.Markdown("""Join  5000+ developers on the [Intel DevHub Discord](https://discord.gg/yNYNxK2k) to get support with your submission and 
+                talk about everything from GenAI, HPC, to Quantum Computing.""")
     gr.Markdown("""A special shout-out to the 🤗 [Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) 
                 team for generously sharing their code and best 
                 practices, ensuring that AI Developers have a valuable and enjoyable tool at their disposal.""")
     
-    with gr.Accordion("Chat with Top Models on the Leaderboard Here 💬 ", open=False):
+    with gr.Accordion("Chat with Top Models on the Leaderboard Here 💬", open=False):
        # import pdb
         
         chat_model_dropdown = gr.Dropdown(
@@ -91,7 +91,7 @@ with demo:
                                      label="Training Infrastructure*",
                                      elem_id="training_infra",
                                      value=["Intel Developer Cloud","AWS","Azure","Google Cloud Platform","Local"])
-                    filter_affiliation = gr.CheckboxGroup(choices=["No Affiliation","Intel Innovator","Intel Student Ambassador", "Intel Software Liftoff", "Intel Labs", "Other"],
+                    filter_affiliation = gr.CheckboxGroup(choices=["No Affiliation","Intel Innovator","Intel Student Ambassador", "Intel Liftoff", "Intel Labs", "Other"],
                                      label="Intel Program Affiliation",
                                      elem_id="program_affiliation",
                                      value=["No Affiliation","Intel Innovator","Intel Student Ambassador", "Intel Software Liftoff", "Intel Labs", "Other"])

info/citation.py

@@ -3,6 +3,6 @@ CITATION_TEXT = r"""@misc{powered-by-intel-llm-leaderboard,
   title = {Powered By Intel LLM Leaderboard},
   year = {2024},
   publisher = {Intel},
-  howpublished = "\url{https://huggingface.co/spaces/Intel/powered_by_intel_llm_leaderboard}"
+  url = {https://huggingface.co/spaces/Intel/powered_by_intel_llm_leaderboard}
 }
 """