Update README.md

README.md

@@ -19,13 +19,13 @@ Welcome to the official repository hub of the **Cameroon AI Research Lab**. We a
 * **Community Empowerment:** Creating accessible AI tools to bridge the digital language divide across Central and West Africa.
 
 ## 📦 Key Projects
-* **Camspoken NLI:** The first foundational Natural Language Inference dataset optimized for Cameroonic languages and Pidgin variants.
+* **Camspoken NLI:** The first foundational Natural Language Inference dataset optimized for Cameroonian languages and Pidgin variants.
 * **Localized Text-to-SQL:** Building benchmarks and models that translate Cameroonian languages and Pidgin queries into executable database scripts (SQL).
 
 ## ⚖️ Open Source Licensing
 To maximize global collaboration, scientific progress, and commercial accessibility, the Cameroon AI Research Lab operates under an open-source framework:
 * Unless stated otherwise, all software code, scripts, model architectures, and core assets published by this organization are licensed under the **Apache License 2.0**.
-* Individual dataset file repositories may inherit this permissive Apache infrastructure or utilize data-specific permissive open licenses (like **CC-BY-4.0**) to ensure unrestricted community integration.
+* Individual dataset file repositories may inherit this permissive Apache infrastructure or utilize data-specific permissive open licenses (like **CC BY-NC 4.0**) to ensure unrestricted community integration.
 
 ## 🤝 Contact & Collaborate
 We welcome collaborations from computational linguists, machine learning engineers, students, and language enthusiasts.