Update README.md

README.md

@@ -26,7 +26,7 @@ library_name: transformers
 
 # Phi-4-reasoning-plus Model Card
 
-[Phi-4-reasoning Technical Report](https://aka.ms/phi-reasoning/techreport)
+[Phi-4-reasoning Technical Report](https://huggingface.co/papers/2504.21318)
 
 ## Model Summary
 
@@ -55,9 +55,8 @@ library_name: transformers
 
 ## Usage
 
-### Inference Parameters
-
-Inference is better with `temperature=0.8`, `top_p=0.95`, and `do_sample=True`. For more complex queries, set the maximum number of tokens to 32k to allow for longer chain-of-thought (CoT).
+> [!IMPORTANT]  
+> To fully take advantage of the model's capabilities, inference must use `temperature=0.8`, `top_p=0.95`, and `do_sample=True`. For more complex queries, set `max_new_tokens=32768` to allow for longer chain-of-thought (CoT).
 
 *Phi-4-reasoning-plus has shown strong performance on reasoning-intensive tasks. In our experiments, we extended its maximum number of tokens to 64k, and it handled longer sequences with promising results, maintaining coherence and logical consistency over extended inputs. This makes it a compelling option to explore for tasks that require deep, multi-step reasoning or extensive context.*