Updated citation font with Markdown for app.py and example submission

app.py

@@ -375,15 +375,15 @@ def build_app() -> gr.Blocks:
                         scaffold_in     = gr.Dropdown(
                             choices=["none", "ReAct", "CodeAct", "Plan-and-Execute", "Reflexion", "MCTS", "Custom"],
                             label="Scaffold",
-                            value="ReAct",
+                            value="Custom",
                         )
                         split_in        = gr.Dropdown(
-                            choices=["test", "full"],
+                            choices=["test", "full", "dev"],
                             label="Split evaluated",
-                            value="test",
+                            value="dev",
                         )
                     with gr.Column():
-                        organization_in = gr.Textbox(label="Organization", placeholder="e.g. MSR India")
+                        organization_in = gr.Textbox(label="Organization", placeholder="e.g. Hugging Face, OpenAI, Your University")
                         contact_email_in = gr.Textbox(label="Contact email", placeholder="you@org.edu")
                         code_url_in     = gr.Textbox(
                             label="Code URL (required)",

submissions/example_submission.json

@@ -5,13 +5,13 @@
     "base_model": "gpt-4o-2024-08-06",
     "scaffold": "ReAct",
     "tools_used": ["web_search", "python_interpreter"],
-    "organization": "MSR India",
+    "organization": "Example University",
     "contact_email": "submitter@example.org",
     "paper_url": "https://arxiv.org/abs/2602.21143",
     "code_url": "https://github.com/agentdeepsynthesis/deepsynth-baselines",
     "submission_date": "2026-04-18",
     "split": "dev",
-    "num_seeds": 3,
+    "num_seeds": 0,
     "uses_external_retrieval": true,
     "notes": "Baseline reproduction of Table 1, row 2 of the DeepSynth paper."
   },