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And how to get what you need.
Lexalytics is
• A software company
• We sell the “Salience Engine”
• Salience is a Text Analytics Engine
that fits into your software,
services, or applications
• What we ship is a set of libraries
and configuration files
© 2014 Lexalytics Inc. All rights reserved. lexalytics.com
2
S A L I E N C E 5 . 2
Market Proven IP: 11 Years of R&D
© 2014 Lexalytics Inc. All rights reserved. lexalytics.com
3
Approximately 3 Billion documents/day go through Salience.
2/2012: Mobile Functionality
– Port the Salience engine to
Android mobile devices
11/2010: Salience 4.4
released, includes support
for first non-English language
(French)
10/2011: Salience v5.0
incorporates innovative
Concept Matrix functionality
06/2012: Salience v5.1
released, expansion of
available options and
optimized sentiment analysis
functionality
08/2013: Chinese language
released; multi-lingual
support in 6 languages
Q4/2014: Salience v6 – new
underpinnings, easier tuning,
and “Intent” extraction
2004: Lexalytics launches
first commercial text and
sentiment analysis engine,
Salience v1.0
10/2008: Salience 4.0
released, based on
maximum entropy model for
detection and labeling of
novel entities
08/2010: Salience 4.3 to
include custom handling of
Twitter and micro-blog
content
2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014
Q4/2014: Salience v5.2
released with various
feature enhancements
A Multi-lingual World WLOA (With Lots of Acronyms) and
Context Everywhere
4
Lexalytics Salience Training prepared for Analytics8
NLP
• New Labor Party
• National Landcare Program
• Network Layer Packet
• NeuroLinguistic Programming
• Wicked
• Sick
• Hack
Always running to catch up…
5
Lexalytics Salience Training prepared for Analytics8
New Tools
God Bless Moore’s Law and Librarians
7
Lexalytics Salience Training prepared for Analytics8
Unsupervised learning is the key
8
Lexalytics Salience Training prepared for Analytics8
Meaning Matters
9
Lexalytics Salience Training prepared for Analytics8
It’s not that I don’t like tea I just prefer coffee
Meaning Matters
10
Lexalytics Salience Training prepared for Analytics8
Jane will be joining already with a search experta team
Meaning Matters
11
Lexalytics Salience Training prepared for Analytics8
Jane will be joining a team already with some search experience
Episode 4: A New Hope
12
Lexalytics Salience Training prepared for Analytics8
Sentence POS Tagger Chunker
Rules
File
Candidate
Parse
Terms
Jane and her team
<Jane will be joining a team already
with search experience>
• Pos Tag
<Jane_NNP will_MD be_VB
joining_VBP a_DT team_NN
already_RB with_PP search_JJ
experience_NN>
• Chunk
<Jane> <will be joining> <a team>
<already with search experience>
13
• Extract possible links
Jane => will be joining
will be joining => a team
a team => already with search
experience
will be joining => already with search
experience
Jane => already with search
experience.
Lexalytics Salience Training prepared for Analytics8
Matrices of Meaning
14
Lexalytics Salience Training prepared for Analytics8
Matrix Math
15
Lexalytics Salience Training prepared for Analytics8
All noun phrases
All
verb
phrases
Now look at how easy it is
• <Do you want me to get anything else while I go to the
store for milk?>
• pos tag and chunk it.
<Do> <you> <want> <me> <to get> <anything else>
<while> <I> <go> <to the store> <for milk>
16
Find the possible links.
do want
you want
want me
you to get
want to get
me to get
to get anything else
want while
to get while
while go
I go
go to the store
I to the store
get to the store
want to the store
to the store for milk
go for milk
want for milk
Lexalytics Salience Training prepared for Analytics8
A world of new possibilities
17
Lexalytics Salience Training prepared for Analytics8
II-SDV 2014 A New Approach to Flexible, Meaning-Rich Document Parsing (Paul Barba -- Lexalytics, USA)

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II-SDV 2014 A New Approach to Flexible, Meaning-Rich Document Parsing (Paul Barba -- Lexalytics, USA)

  • 1. Nice And how to get what you need.
  • 2. Lexalytics is • A software company • We sell the “Salience Engine” • Salience is a Text Analytics Engine that fits into your software, services, or applications • What we ship is a set of libraries and configuration files © 2014 Lexalytics Inc. All rights reserved. lexalytics.com 2 S A L I E N C E 5 . 2
  • 3. Market Proven IP: 11 Years of R&D © 2014 Lexalytics Inc. All rights reserved. lexalytics.com 3 Approximately 3 Billion documents/day go through Salience. 2/2012: Mobile Functionality – Port the Salience engine to Android mobile devices 11/2010: Salience 4.4 released, includes support for first non-English language (French) 10/2011: Salience v5.0 incorporates innovative Concept Matrix functionality 06/2012: Salience v5.1 released, expansion of available options and optimized sentiment analysis functionality 08/2013: Chinese language released; multi-lingual support in 6 languages Q4/2014: Salience v6 – new underpinnings, easier tuning, and “Intent” extraction 2004: Lexalytics launches first commercial text and sentiment analysis engine, Salience v1.0 10/2008: Salience 4.0 released, based on maximum entropy model for detection and labeling of novel entities 08/2010: Salience 4.3 to include custom handling of Twitter and micro-blog content 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 Q4/2014: Salience v5.2 released with various feature enhancements
  • 4. A Multi-lingual World WLOA (With Lots of Acronyms) and Context Everywhere 4 Lexalytics Salience Training prepared for Analytics8 NLP • New Labor Party • National Landcare Program • Network Layer Packet • NeuroLinguistic Programming • Wicked • Sick • Hack
  • 5. Always running to catch up… 5 Lexalytics Salience Training prepared for Analytics8
  • 7. God Bless Moore’s Law and Librarians 7 Lexalytics Salience Training prepared for Analytics8
  • 8. Unsupervised learning is the key 8 Lexalytics Salience Training prepared for Analytics8
  • 9. Meaning Matters 9 Lexalytics Salience Training prepared for Analytics8 It’s not that I don’t like tea I just prefer coffee
  • 10. Meaning Matters 10 Lexalytics Salience Training prepared for Analytics8 Jane will be joining already with a search experta team
  • 11. Meaning Matters 11 Lexalytics Salience Training prepared for Analytics8 Jane will be joining a team already with some search experience
  • 12. Episode 4: A New Hope 12 Lexalytics Salience Training prepared for Analytics8 Sentence POS Tagger Chunker Rules File Candidate Parse Terms
  • 13. Jane and her team <Jane will be joining a team already with search experience> • Pos Tag <Jane_NNP will_MD be_VB joining_VBP a_DT team_NN already_RB with_PP search_JJ experience_NN> • Chunk <Jane> <will be joining> <a team> <already with search experience> 13 • Extract possible links Jane => will be joining will be joining => a team a team => already with search experience will be joining => already with search experience Jane => already with search experience. Lexalytics Salience Training prepared for Analytics8
  • 14. Matrices of Meaning 14 Lexalytics Salience Training prepared for Analytics8
  • 15. Matrix Math 15 Lexalytics Salience Training prepared for Analytics8 All noun phrases All verb phrases
  • 16. Now look at how easy it is • <Do you want me to get anything else while I go to the store for milk?> • pos tag and chunk it. <Do> <you> <want> <me> <to get> <anything else> <while> <I> <go> <to the store> <for milk> 16 Find the possible links. do want you want want me you to get want to get me to get to get anything else want while to get while while go I go go to the store I to the store get to the store want to the store to the store for milk go for milk want for milk Lexalytics Salience Training prepared for Analytics8
  • 17. A world of new possibilities 17 Lexalytics Salience Training prepared for Analytics8