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N19-4013.pdf
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🔗 Source: preview.aclanthology.org
📊 Size: 1.27 MB
👤 Author: Wei Yang ; Yuqing Xie ; Aileen Lin ; Xingyu Li ; Luchen Tan ; Kun Xiong ; Ming Li ; Jimmy Lin
⬇️ Downloads: 98

Summary

Researchers demonstrate BERTserini, an end-to-end open-domain question answering system integrating BERT with the Anserini information retrieval toolkit, operating on a large corpus of Wikipedia articles. The system achieves large improvements over previous results on a standard benchmark test collection, showing that fine-tuning pretrained BERT with SQuAD is sufficient to achieve high accuracy in identifying answer spans. BERTserini combines best practices from information retrieval with a BERT-based reader, and its simplicity is a major feature of the architecture. The system has been deployed as a chatbot that users can interact with on diverse platforms.

Description

Researchers demonstrate BERTserini, an end-to-end open-domain question answering system integrating BERT with the Anserini information retrieval toolkit,...

Technical Information

  • File Format: PDF
  • File Size: 1.27 MB
  • Pages: 6
  • Language: EN
  • Author: Wei Yang ; Yuqing Xie ; Aileen Lin ; Xingyu Li ; Luchen Tan ; Kun Xiong ; Ming Li ; Jimmy Lin
  • Total Downloads: 98
  • Last Updated: 2 hours ago

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