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PeARS: a Peer-to-peer Agent for Reciprocated Search

Published: 11 April 2016 Publication History

Abstract

This paper presents PeARS (Peer-to-peer Agent for Reciprocated Search), an algorithm for distributed Web search that emulates the offline behaviour of a human with an information need. Specifically, the algorithm models the process of 'calling a friend', i.e. directing one's query to the knowledge holder most likely to answer it. The system allows network users to index and share part of their browsing history in a way that makes them 'experts' on some topics. A layer of distributional semantics agents then performs targeted information retrieval in response to user queries, in a fully automated fashion.

References

[1]
Marco Baroni, Georgiana Dinu, and Germán Kruszewski. Don’t count, predict! a systematic comparison of context-counting vs. context-predicting semantic vectors. In Proceedings of ACL, pages 238--247, 2014.
[2]
Katrin Erk. Vector space models of word meaning and phrase meaning: A survey. Language and Linguistics Compass, 6(10):635--653, 2012.
[3]
Yi Yang, Wen-tau Yih, and Christopher Meek. WIKIQA: A Challenge Dataset for Open-Domain Question Answering. In Proceedings of EMNLP, 2015.

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WWW '16 Companion: Proceedings of the 25th International Conference Companion on World Wide Web
April 2016
1094 pages
ISBN:9781450341448
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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  • IW3C2: International World Wide Web Conference Committee

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Publisher

International World Wide Web Conferences Steering Committee

Republic and Canton of Geneva, Switzerland

Publication History

Published: 11 April 2016

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Author Tags

  1. distributed systems
  2. distributional semantics
  3. web search

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  • Poster

Funding Sources

  • ERC

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WWW '16
Sponsor:
  • IW3C2
WWW '16: 25th International World Wide Web Conference
April 11 - 15, 2016
Québec, Montréal, Canada

Acceptance Rates

WWW '16 Companion Paper Acceptance Rate 115 of 727 submissions, 16%;
Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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