Update README.md

README.md

@@ -8,7 +8,7 @@ license: apache-2.0
 pipeline_tag: text-generation
 ---
 
-# K2 Think (Jan '26): A Fully-Sovereign Reasoning System
+# K2 Think (Jan '26): A Fully-Sovereign Reasoning Model
 
 📚 [Blog]() - 📝 [Code](https://github.com/LLM360/Reasoning360) - 🏢 [Project Page](https://k2think.ai)
 
@@ -16,7 +16,7 @@ pipeline_tag: text-generation
 
 <br>
 
-K2 Think (Jan '26') is a 70 billion parameter open-weights general reasoning model with strong performance in competitive mathematical problem solving built on-top of [K2-V2-Instruct](huggingface.co/LLM360/K2-V2-Instruct), comprising a fully sovereign reasoning system.
+K2 Think (Jan '26') is a 70 billion parameter open-weights general reasoning model with strong performance in competitive mathematical problem solving built on-top of [K2-V2-Instruct](huggingface.co/LLM360/K2-V2-Instruct), comprising a fully sovereign reasoning model.
 
 # Quickstart
 
@@ -136,7 +136,7 @@ If you use K2 Think (Jan '26) in your research, please use the following citatio
 
 ```bibtex
 @misc{k2think2026k2think0126,
-      title={K2 {T}hink ({Jan} '26): A Fully-Sovereign Reasoning System}, 
+      title={K2 {T}hink ({Jan} '26): A Fully-Sovereign Reasoning Model}, 
       author={K2 Think Team and Taylor W. Killian and Varad Pimpalkhute and Richard Fan and Haonan Li and Chengqian Gao and Ming Shan Hee and Xudong Han and John Maggs and Guowei He and Zhengzhong Liu and Eric P. Xing},
       year={2026},
       url={https://tbd.org},