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A_Tri-Partite_Neural_Document_Language_Model_for_Semantic_Information_Retrieval.pdf
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🔗 Source: hal.science
📊 Size: 496 KB
👤 Author: Gia-Hung Nguyen, Lynda Tamine, Laure Soulier, Nathalie Bricon-Souf
⬇️ Downloads: 103

Summary

A Tri-Partite Neural Document Language Model for Semantic Information Retrieval proposes a new framework that leverages explicit knowledge to jointly constrain word, concept, and document learning representations to tackle issues including polysemy and granularity mismatch. The model uses a semantically-oriented approach of concept/entity, word, and document embeddings based on the joint use of raw textual data and knowledge sources within the same embedding space. The contributions of the paper include designing a tri-partite neural language model and experimentally showing the quality and effectiveness of the learned representations for semantic IR tasks.

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A Tri-Partite Neural Document Language Model for Semantic Information Retrieval proposes a new framework that leverages explicit knowledge to jointly constrain...

Technical Information

  • File Format: PDF
  • File Size: 496 KB
  • Pages: 16
  • Language: EN
  • Author: Gia-Hung Nguyen, Lynda Tamine, Laure Soulier, Nathalie Bricon-Souf
  • Total Downloads: 103
  • Last Updated: 1 month ago

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