Update README.md

README.md

@@ -70,12 +70,6 @@ entities = detect_entities(model, text, entities={
     "LAB_VALUE": "Laboratory test result",
 })
 
-# Or even abstract analytical entities
-entities = detect_entities(model, text, entities={
-    "COMMITMENT": "A promise or obligation",
-    "ASSUMPTION": "An unstated premise or belief",
-    "RISK_FACTOR": "A potential source of risk or uncertainty",
-})
 ```
 
 This isn't prompt engineering or few-shot learning. The model's bi-encoder architecture natively supports arbitrary entity schemas. Fine-tuning on PII improves precision on those specific types without degrading the zero-shot capability.