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README.md

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 # ModernBERT Cross-Encoder: Natural Language Inference (NLI)
 
-This cross encoder performs sequence classification for contradiction/neutral/entailment labels. This is
-a drop-in for the comparable sentence transformers cross encoders.
+This cross encoder performs sequence classification for contradiction/neutral/entailment labels. This has
+drop-in compatibility with comparable sentence transformers cross encoders.
 
 I trained this model by initializaing the ModernBERT-base weights from the brilliant `tasksource/ModernBERT-base-nli` 
 zero-shot classification model. Then I trained it with a batch size of 64 using the `sentence-transformers` AllNLI