explaining semantic search: achieving warp speed · Публикация подобных...
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BYDECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Explaining Semantic Search:Achieving Warp Speed
Eugene S. ReyesFederal Solutions Engineer
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Who Am I?
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15+ Years: Department of Defense and Intelligence Community
Multiple Applied Research & Development (R&D) Offices
Semantic Search emphasis10+ years of experience with Latent Semantic Indexing (LSI)
HLTCon 2018“Rapid Triage and Exploitation of Digital Media: Breaking the Warp Barrier”
Life-long Trekkie #LLAP
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY 3
Illustration of a needle stack. From FritsAhlefeldt.com by Frits Ahlefeldt (2011, May 16). Retrieved from https://www.flickr.com/photos/hikingartist/5726834411.
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Boolean/Keyword Search
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Hammer
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Boolean/Keyword Search
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nuclear AND weapon
nuclear AND (weapon OR bomb)
“nuclear weapon” OR “nuclear bomb”
((nuclear OR thermonuclear) AND (weapon OR warhead OR bomb)) OR ((atom OR atomic OR fission OR fusion OR hydrogen) AND bomb) OR nuke OR a-bomb)
((nuclear OR thermonuclear) AND (weapon OR warhead OR bomb)) OR ((atom OR atomic OR fission OR fusion OR hydrogen) AND bomb) OR nuke OR a-bomb) NEAR (plutonium OR uranium)
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY 8
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Semantic SearchExtremely viable in Intelligence and Legal Discovery
Successes:1. Topic Exploration2. Detecting Coverage Gaps
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Semantic SearchHow to trust output?
How to explain answer?
Math class:Show Your Work!!!
Star Trek VI:“...ionized gas” + “...gaseous anomalies…” → “Tailpipe”
HLT / NLP ...
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Basis Rosette
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Basis Rosette
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Language Identification+
Sentence Identification+
Entity Recognition+
Similar Terms+
Semantic Vectors / Similarity=
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BYDECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Basis Semantic Studio
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Similar Terms
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Similar Terms
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Similar Terms
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Similar Terms
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Mueller Report
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As set forth in detail in this report, the Special Counsel’s investigation established thatRussia interfered in the 2016 presidential election principally through two operations.
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Mueller Report
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First, a Russian entity carried out a social media campaign that favored presidential candidate Donald J. Trump and disparaged presidential candidate Hillary Clinton.
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Constitution & Trump-Ukraine Impeachment
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Shall any man be above Justice? Above all shall that man be above it, who can commit the most extensive injustice?
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Constitution & Trump-Ukraine Impeachment
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Given the proximate threat of further presidential attempts to solicit foreign interference in our next election, we cannot wait to make a referral until our efforts to obtain additional testimony and documents wind their way through the courts.
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Voice of America & RT
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Voice of America & RTПубликация подобных отчётов — часть политической кампании по созданию в умах рядовых граждан убеждённости, что у России и Ирана действительно есть мощные группы специалистов, способных вмешаться в выборы или совершить другие противоправные действия не в интересах США
The publication of such reports is part of a political campaign to create in the minds of ordinary citizens the conviction that Russia and Iran really have powerful groups of specialists capable of interfering in elections or commit other illegal actions not in the interests of the United States.
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Questions?
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DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Thank you!
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Eugene S. ReyesFederal Solutions [email protected]