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BERTScore: Evaluating Text Generation with BERT

Authors: Zhang et al. Year: 2019 ArXiv/Link: https://arxiv.org/abs/1904.09675

Summary

Semantic similarity metric using BERT embeddings, correlating better with human judgment than BLEU.

Key Concepts

  • Semantic evaluation
  • BERT embeddings
  • Generation metrics
  • Human correlation
  • Quality assessment

Impact

Better evaluation metric for text generation tasks

Category

Evaluation Frameworks