explaining semantic search: achieving warp speed · Публикация подобных...
TRANSCRIPT
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
1
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Who Am I?
2
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
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.
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Boolean/Keyword Search
4
Hammer
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY 5
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Boolean/Keyword Search
6
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)
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY 7
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY 8
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Semantic SearchExtremely viable in Intelligence and Legal Discovery
Successes:1. Topic Exploration2. Detecting Coverage Gaps
9
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 ...
10
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BYDECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Basis Rosette
11
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Basis Rosette
12
Language Identification+
Sentence Identification+
Entity Recognition+
Similar Terms+
Semantic Vectors / Similarity=
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BYDECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Basis Semantic Studio
13
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Similar Terms
14
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Similar Terms
15
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Similar Terms
16
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Similar Terms
17
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Mueller Report
18
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.
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Mueller Report
19
First, a Russian entity carried out a social media campaign that favored presidential candidate Donald J. Trump and disparaged presidential candidate Hillary Clinton.
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Constitution & Trump-Ukraine Impeachment
20
Shall any man be above Justice? Above all shall that man be above it, who can commit the most extensive injustice?
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Constitution & Trump-Ukraine Impeachment
21
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.
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Voice of America & RT
22
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
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.
23
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BYDECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Questions?
24
DECEMBER 11, 2019 ● GEORGE WASHINGTON UNIVERSITY ● SPONSORED BY
Thank you!
25
Eugene S. ReyesFederal Solutions [email protected]