Update README.md

README.md

@@ -1,10 +1,24 @@
+---
+task_categories:
+- question-answering
+tags:
+- future
+- prediction
+- LLM
+- Agents
+size_categories:
+- n<1K
+---
+
 # Submission Guidelines — Weekly Prediction Challenge
 
+📄 Technical Report: [https://arxiv.org/pdf/2508.11987](https://arxiv.org/pdf/2508.11987)  
+🌐 LeaderBoard: [https://futurex-ai.github.io/](https://futurex-ai.github.io/)
+
 We run a weekly real-time prediction challenge. This repo **always** contains latest events.
 
----
 
-## Weekly Rules
+## 1. Weekly Rules
 
 * A new set of tasks is released every week.
 * **Option A:** If you submit your API, we will automatically test your model.
@@ -14,10 +28,10 @@ We run a weekly real-time prediction challenge. This repo **always** contains la
 **⚠️ Next submission deadline: <span style="color:red">August 22nd, 24:00 (UTC+8, Beijing Time)</span>**
 
 
----
-
+## 2. How to Participate?
+Two ways:
 
-## Option A — Submit Your API
+### 2.1 Option A — Submit Your API
 
 Send an email to **[FutureX-ai@outlook.com](mailto:FutureX-ai@outlook.com)** with your model’s API (OpenAI-compatible endpoint + key).
 
@@ -34,7 +48,7 @@ FutureX Challenge Entry — [Your Model Name]
 
 ---
 
-## Option B — Run Locally & Submit Predictions
+### 2.2 Option B — Run Locally & Submit Predictions
 
 1. Download the latest tasks from our dataset:
    [https://huggingface.co/datasets/futurex-ai/Futurex-Online](https://huggingface.co/datasets/futurex-ai/Futurex-Online)
@@ -73,7 +87,7 @@ FutureX Challenge Submission — [Your Model Name][Date]
 
 ---
 
-## Leaderboard and Privacy
+## 3. Leaderboard and Privacy
 
 * Once your model has been tested on **200+ events**, it will appear on the **overall leaderboard**.
 * Weekly results will be ranked and shown on a dynamic leaderboard.
@@ -81,4 +95,6 @@ FutureX Challenge Submission — [Your Model Name][Date]
 
 We will keep your API keys and submission files confidential, and only use them for evaluation.
 
----
+---
+
+这个层次好不明显啊？能不能加点框啥的