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Sparknlp 1166 fix transformer notebooks #14612

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AbdullahMubeenAnwar
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This PR addresses several long-standing issues across the Spark NLP example notebooks

  • Fixed GitHub notebook preview issues caused by incompatible metadata.
  • Resolved broken Colab links and incorrect file paths to ensure they open in Colab.
  • Corrected version mismatches between dependencies (e.g., Spark NLP, PySpark, Transformers, etc.) that previously caused import/runtime errors.
  • Standardized and cleaned up inconsistent inline documentation across notebooks.
  • Fixed runtime breaking bugs and crashes, all notebooks now run end-to-end without errors.

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