Dialogue Summarization.pdf

2022.coling-1.569.pdf
Preview of Dialogue Summarization
🔗 Source: aclanthology.org
📊 Size: 385 KB
👤 Author: Zhichao Geng ; Ming Zhong ; Zhangyue Yin ; Xipeng Qiu ; Xuanjing Huang
⬇️ Downloads: 133

Summary

Researchers propose speaker-aware supervised contrastive learning (SCL) tasks to improve abstractive dialogue summarization, as pre-trained models struggle to recognize speaker-utterance pairs, leading to factual errors. They introduce three SCL tasks: Token-level, Turn-level, and Global-level, which significantly improve performance on two mainstream dialogue summarization datasets, generating summaries with better factual consistency.

Description

Researchers propose speaker-aware supervised contrastive learning (SCL) tasks to improve abstractive dialogue summarization, as pre-trained models struggle to...

Technical Information

  • File Format: PDF
  • File Size: 385 KB
  • Pages: 7
  • Language: EN
  • Author: Zhichao Geng ; Ming Zhong ; Zhangyue Yin ; Xipeng Qiu ; Xuanjing Huang
  • Total Downloads: 133
  • Last Updated: 1 week ago

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