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Exploring Semantic Means

Exploring Semantic Means

This 2009 New York Semantic Web Meetup presentation discusses the potential of the semantic web to enhance knowledge connectivity and improve exploratory search processes. It emphasizes the significance of understanding user intent in information retrieval and the necessity of a human-computer information retrieval model that fosters user engagement and responsibility. It also highlights examples and applications of exploratory search, underscoring that exploration is crucial for the advancement of semantic technology.

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Daniel Tunkelang

May 23, 2026

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  1. © 2009 Endeca Technologies, Inc. All rights reserved. exploring semantic

    means Daniel Tunkelang Chief Scientist, Endeca
  2. © 2009 Endeca Technologies, Inc. All rights reserved. 2 about

    me • 1988 – 1992 • 1993 – 1998 • 1999 -
  3. © 2009 Endeca Technologies, Inc. All rights reserved. 3 overview

    a means, not an end exploratory search (HCIR) searching for meaning
  4. © 2009 Endeca Technologies, Inc. All rights reserved. 5 a

    means, not an end The Semantic Web will improve the connections between knowledge on the web and software.
  5. © 2009 Endeca Technologies, Inc. All rights reserved. 6 so

    much religion, so little time Skeptical reactions • Practical feasibility • An unrealized idea • Censorship and privacy • Doubling output formats • Need vs.
  6. © 2009 Endeca Technologies, Inc. All rights reserved. 7 what

    semantic means to (people who pay) me using linguistic and statistical approaches to derive meaning from unstructured text using semantic web approaches to represent meaning in content and query structure
  7. © 2009 Endeca Technologies, Inc. All rights reserved. 8 exploratory

    search what i really care about what you should care about too especially if you see more to information seeking than google
  8. © 2009 Endeca Technologies, Inc. All rights reserved. 9 what

    would google do? information Need query select from results rank using IR model USER: SYSTEM: tf-idf PageRank
  9. © 2009 Endeca Technologies, Inc. All rights reserved. 10 assumptions

    of relevance-centric approach • self-awareness • self-expression • model knows best • answer is a document • one-shot query
  10. © 2009 Endeca Technologies, Inc. All rights reserved. 11 human-computer

    information retrieval • don’t just guess the user’s intent – optimize communication • increase user responsibility and control – require and reward human intellectual effort “Toward Human-Computer Information Retrieval” Gary Marchionini
  11. © 2009 Endeca Technologies, Inc. All rights reserved. 12 let’s

    make this concrete • Colleague: Hey Daniel! You should check out what this guy Steve Pollitt’s been researching. Sounds right up your alley. • Daniel: Sure thing, I’ll look into it.
  12. © 2009 Endeca Technologies, Inc. All rights reserved. 18 how

    did we do that? • wisdom of crowds • corpus analysis • scope the problem • target exploratory search
  13. © 2009 Endeca Technologies, Inc. All rights reserved. 19 if

    you prefer sports to computer science
  14. © 2009 Endeca Technologies, Inc. All rights reserved. 22 and

    there’s query structure side of semantics
  15. © 2009 Endeca Technologies, Inc. All rights reserved. 23 a

    more current example All reviewers Reviewers Under 18
  16. © 2009 Endeca Technologies, Inc. All rights reserved. 24 one

    last example “…As an example, I may be interested in the tensions between government and newly nationalized banks over the bonus culture that taxpayers are now funding (a hot topic in the UK currently)…” --a commenter at The Noisy Channel, in a discussion of exploratory search for news
  17. © 2009 Endeca Technologies, Inc. All rights reserved. 28 in

    closing let’s not quibble over protocols exploration is the killer app for semantic tech it’s real, and it’s fabulous!
  18. © 2009 Endeca Technologies, Inc. All rights reserved. 29 thank

    you communication 1.0 email: [email protected] communication 2.0 blog: http://thenoisychannel.com twitter: http://twitter.com/dtunkelang