Update README.md

README.md

@@ -149,7 +149,7 @@ This model is intended for research purposes in the field of neuropathology.
 | UNI | 0.741 | 0.731 | 0.734 | 0.741 |
 | UNI2-h | 0.768 | 0.750 | 0.753 | 0.768 |
 
-*While the evaluation dataset was distinct from the training set, they were from the same institution, using the same staining, and obtained from the same scanner. It is not unexpected that a model file-tuned on such a closley associated dataset would perform better. An evaluation dataset with broader representation is needed for a proper evaluation.*
+*While the evaluation dataset was distinct from the training set, they were from the same institution, using the same staining, and obtained from the same scanner. It is not unexpected that a model fine-tuned on such a closely associated dataset would perform better. An evaluation dataset with broader representation is needed for a proper evaluation of generalized performance.*
 
 <img src="model_compare_radar.png" alt="chart" width="800"/>