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japanese-ir-tutorial's Introduction

日本語情報検索チュートリアル

このチュートリアルでは,日本語のテストコレクションを用いて,従来の単語一致による検索,密検索の代表的なモデルであるDPR,疎検索の代表的なモデルであるSPLADEを実行し,それらの性能を比較する実験が体験できます.

  1. 環境設定
  2. PyTerrierによる検索
  3. 教師あり密検索
  4. 教師あり疎検索
  5. データセット準備

将来追加する予定:

  • 密検索モデルの中身を変更することでPyTorchの扱いや深層学習について学ぶ
  • 統計的検定を実施する方法について学ぶ
  • MLflowとHydraによる実験管理について学ぶ

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