Add project page link and clarify description

This PR adds a link to the project page and clarifies the dataset description.

README.md

@@ -1,12 +1,15 @@
 ---
-license: apache-2.0
+annotations_creators:
+- expert-generated
 language:
 - en
+license: apache-2.0
 size_categories:
 - n<1K
 task_categories:
 - question-answering
 - multiple-choice
+paperswithcode_id: mapeval-textual
 configs:
 - config_name: benchmark
   data_files:
@@ -14,15 +17,13 @@ configs:
     path: dataset.json
 tags:
 - geospatial
-annotations_creators:
-- expert-generated
-paperswithcode_id: mapeval-textual
 ---
 
-
 # MapEval-Textual
 
-[MapEval](https://arxiv.org/abs/2501.00316)-Textual is created using [MapQaTor](https://arxiv.org/abs/2412.21015).
+MapEval-Textual is a benchmark dataset for evaluating the geospatial reasoning capabilities of foundation models. It consists of 700 multiple-choice questions related to spatial relationships, navigation, travel planning, and map interactions across various cities and countries. The dataset is designed to test long-context reasoning abilities.
+
+[MapEval](https://huggingface.co/papers/2501.00316) | [MapQaTor](https://arxiv.org/abs/2412.21015) | [Project Website](https://mapeval.github.io/)
 
 ## Usage
 
@@ -37,18 +38,29 @@ for item in ds["test"]:
     # Start with a clear task description
     prompt = (
         "You are a highly intelligent assistant. "
-        "Based on the given context, answer the multiple-choice question by selecting the correct option.\n\n"
-        "Context:\n" + item["context"] + "\n\n"
-        "Question:\n" + item["question"] + "\n\n"
-        "Options:\n"
+        "Based on the given context, answer the multiple-choice question by selecting the correct option.
+
+"
+        "Context:
+" + item["context"] + "
+
+"
+        "Question:
+" + item["question"] + "
+
+"
+        "Options:
+"
     )
     
     # List the options more clearly
     for i, option in enumerate(item["options"], start=1):
-        prompt += f"{i}. {option}\n"
+        prompt += f"{i}. {option}
+"
     
     # Add a concluding sentence to encourage selection of the answer
-    prompt += "\nSelect the best option by choosing its number."
+    prompt += "
+Select the best option by choosing its number."
 
     # Use the prompt as needed
     print(prompt)  # Replace with your processing logic