Update README.md

README.md

@@ -50,7 +50,7 @@ Advanced, high-quality and **lite** reasoning for a tiny size that you can run o
 
 At original quality, it runs at ~400 tokens/second on a single H100 Nvidia GPU from Friendli. 
 
-Trained similarly to Deepseek R1, we used Smollm2 as a base model, then we've SFT fine tuned on reasoning using our own private superthoughts instruct dataset which includes a mix of code, website generation, day-to-day chats, math and counting problems. And then we modified the tokenizer slightly, after the SFT fine tuning we used GRPO to further amplify it's mathematics & problem solving abilities.
+Trained similarly to Deepseek R1, we used Smollm2 as a base model, then we've SFT fine tuned on reasoning using our own private superthoughts instruct dataset which includes a mix of code, website generation, day-to-day chats, math and counting problems. And then we modified the tokenizer slightly, after the SFT fine tuning we used Grpo (arXiv:2402.03300) to further amplify it's mathematics & problem solving abilities.
 
 <div style="background-color: #ffebee; padding: 16px; border-radius: 4px; border-left: 4px solid #ef5350;">
   <h1 style="color: #c62828; margin: 0 0 8px 0;">⚠️ WARNING</h1>