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@@ -10,4 +10,48 @@ base_model:
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  tags:
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  - event_extraction
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  - email
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  tags:
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  - event_extraction
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  - email
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+ ---
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+ # DistilBERT-based Named Entity Recognition (NER) Model for Event Extraction
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+
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+ This repository contains a fine-tuned `DistilBERT` model for extracting **event-related entities** such as:
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+
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+ - **Event Name**
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+ - **Date**
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+ - **Time**
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+ - **Venue**
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+
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+ 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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+
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+ ---
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+
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+ ## Model Details
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+
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+ - **Base Model:** `distilbert-base-uncased`
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+ - **Task:** Token Classification (NER)
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+ - **Fine-Tuned On:** Custom annotated dataset for events
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+ - **Framework:** [HuggingFace Transformers](https://huggingface.co/transformers/)
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+ - **Library Versions:**
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+ - `transformers`: 4.25+
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+ - `datasets`: 2.10+
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+ - `torch`: 1.13+
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+ - `seqeval`: for evaluation metrics
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+
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+ ---
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+
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+ ## Labels Used
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+
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+ ```text
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+ EVENT_NAME
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+ DATE
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+ TIME
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+ VENUE
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+ O # Outside any entity
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+ ```
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+ ---
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+
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+ ## Contributors
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+
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+ - [Thiyaga158](https://huggingface.co/Thiyaga158)
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+ - [Hansika08](https://huggingface.co/Hansika08)
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+
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+ ---