Passage level evidence for effective document level retrieval

Ghulam Sarwar, Colm O'Riordan, John Newell

Research output: Chapter in Book or Conference Publication/ProceedingConference Publicationpeer-review

4 Citations (Scopus)

Abstract

Several researchers have considered the use of passages within documents as useful units of representation as individual passages may capture accurately the topic of discourse in a document. In this work, each document is indexed as a series of unique passages. We explore and analyse a number of similarity measures which take into account the similarity at passage level with the aim of improving the quality of the answer set. We define a number of such passage level approaches and compare their performance. Mean average precision (MAP) and precision at k documents (P@k) are used as measures of the quality of the approaches. The results show that for the different test collections, the rank of a passage is a useful measure, and when used separately or in conjunction with the document score can give better results as compared to other passage or document level similarity approaches.

Original languageEnglish
Title of host publicationIC3K 2017 - Proceedings of the 9th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management
EditorsAna Fred, Joaquim Filipe, Joaquim Filipe
PublisherSCITEPRESS
Pages83-90
Number of pages8
ISBN (Print)9789897582714
DOIs
Publication statusPublished - 2017
Event9th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, IC3K 2017 - Funchal, Madeira, Portugal
Duration: 1 Nov 20173 Nov 2017

Publication series

NameIC3K 2017 - Proceedings of the 9th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management
Volume1

Conference

Conference9th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, IC3K 2017
Country/TerritoryPortugal
CityFunchal, Madeira
Period1/11/173/11/17

Keywords

  • Document retrieval
  • Passage similarity functions.
  • Passage-based document retrieval

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