Text Summarization

From Extraction to Abstraction

40 SLIDESDeep-Dive Module

Overview

Comprehensive deep-dive into summarization techniques from extractive methods to modern abstractive approaches.

Learning Objectives

  • Implement extractive summarization
  • Build abstractive models
  • Apply evaluation metrics (ROUGE, BERTScore)
  • Handle long document summarization

Key Topics

Extractive methods
Abstractive models
ROUGE metrics
Long document handling

Resources