Thiyaga158/Distilbert_Ner_Model_For_Email_Event_Extraction

DistilBERT-based Named Entity Recognition (NER) Model for Event Extraction

This repository contains a fine-tuned DistilBERT model for extracting event-related entities such as:

• Event Name
• Date
• Time
• Venue

The model is trained on a custom NER dataset with the goal of accurately parsing event details from plain text, such as emails or notifications.

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Model Details

• Base Model: distilbert-base-uncased
• Task: Token Classification (NER)
• Fine-Tuned On: Custom annotated dataset for events
• Framework: HuggingFace Transformers
• Library Versions:
  • transformers: 4.25+
  • datasets: 2.10+
  • torch: 1.13+
  • seqeval: for evaluation metrics

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Labels Used

EVENT_NAME
DATE
TIME
VENUE
O  # Outside any entity

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Contributors

• Thiyaga158
• Hansika08

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License

This model is licensed under CC BY-NC 3.0.
For research and educational use only.

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