1. **Open-Source Models Only** You are only allowed to use **open-weight models** in your solution. The use of proprietary, paid, or closed-source models is strictly prohibited. Violation of this rule will result in **disqualification**. 2. **Code Sharing Requirement (Top 5)** To promote transparency and learning, participants who finish in the **Top 5** on the private leaderboard are required to publicly share their **full training and inference code** that can reproduce their final score. - You’ll have **2 days after the competition ends** to submit your reproducible code. - If code is not submitted or the result cannot be reasonably reproduced, we may need to **remove the entry from the final rankings**. - Preferably the teams should write a small article or blog explaining the logic behind their model choice and how they got there. 3. **No Duplicate Accounts** The use of **duplicate or multiple accounts** is strictly prohibited. It can be easily discovered by the host. This will be actively monitored and violations will result in **immediate disqualification**. 4. **Prize Eligibility** Prizes will be awarded **only to participants residing in Saudi Arabia**. If you are not a resident of Saudi Arabia, you are welcome to participate for learning and leaderboard placement, but you will not be eligible for monetary prizes. 5. **Manual Annotation of Test Set Is Prohibited** Manually labeling or annotating the test set (e.g., by reading and assigning topics by hand) is strictly **not allowed**. Any indication of manual labeling will result in **disqualification** This also includes closed sourced automatic LLM labeling.