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CELI – Language and Information
Gennaio 2014
@copyright 2014 CELI / Me-Source / Cross Library
Natural
Language
Processing
We develop software solutions based on NLP.
We are active in the Italian and International markets:
semantic search, speech technology, social media
intelligence and digital humanities.
We provide systems for intelligent management and
retrieval of un-structured information to complex
organizations (private and public sector)
2
@copyright 2014 CELI / Me-Source / Cross Library
4CELI’s offices
Torino
Milano
Trento
Roma 6Countries in which we operate
Italia
Belgio
Francia
Spagna
Corea
Polonia
50
People
>100
Active customers
4
Business lines
15Years of experience
NLP components
Speech technology
Social Media Intelligence
Digital Humanities
3
@copyright 2014 CELI / Me-Source / Cross Library
>50Published scientific papers
15Research projects
Close relationship with scientific community
6Partners in Academia
Scuola Normale Superiore
Università di Torino
Università di Pisa
Università di Trento
Fondazione Bruno Kessler
Politecnico di Milano
4
@copyright 2014 CELI / Me-Source / Cross Library
1999
CELI srl is
founded
1999 2005 2010
2002
Speech Technology
practice
2006
BlogMeter is
launched
2013
Launch into
Korea market
2011
Cross Library
2010
Milano, Roma,
Trento
5
@copyright 2014 CELI / Me-Source / Cross Library
Clienti
Speech TechnologySemantic solutions Blogmeter
6
@copyright 2014 CELI / Me-Source / Cross Library
NLP solutions
7
@copyright 2014 CELI / Me-Source / Cross Library
NLP
technology
Comprehensive suite of multilingual
components and resource:
• Text processing
• Language identification
• Tokenization
• Linguistic analysis (lemmatization, POS
disambiguation, chunking) and phonetic transcription
(including intonation and prosody)
• Semantic annotations
• Named Entities and Concept extraction
• Mood detection and Sentiment analysis
• Emotion detection
8
@copyright 2014 CELI / Me-Source / Cross Library
Tokenization
Organization Product Date Named Entities
PN V (3_sing) N (PLU)
ADV
N (sing) P
ADV
N (sing)
ADJ
PREP
CONJ
Morphology
PN V N N PADJ PREP Disambiguation
S
ADJ N
PP
VP
V
NP
NP
PRP N
Syntactic
chunking/parsing
Semantics
PhoneticstS"elI "es "A: "el pr@v"aIdz g"Ud "en "el p"i: s@l"u:Sn=z s"Ins naInt"i:n n"aInti n"aIn
Celi provides good NLP solutions since 1999 .S.r.l
Linguistic processing and annotation
9
@copyright 2014 CELI / Me-Source / Cross Library
CELI’s software
solutions for multilingual
text processing and
analysis
Output: knowledge
(examples)
news
emails
verbatims
CRM tickets
social media
customer
feedback
agent notes
documents
surveys
chat
etc.
questo
documento
этий
документ
Input: multilingual
unstructured text
information
linguistic
analysis
semantic
clustering
semantic
analysis
term
/name
extraction
automatic
classification
opinion
monitoring
cross-
language
information
retrieval
names
products, people, places, etc.,
opinions
preferences of your consumers
discoveries
new unpredicted information
phonetic transcription
pronunciation representation for speech
classified texts
classification according to topics/problems:
credit card problems, unsatisfied caller,
access to an account, etc
From text to Knowledge
10
@copyright 2014 CELI / Me-Source / Cross Library
Meaningful intelligence from unstructured information
11
@copyright 2014 CELI / Me-Source / Cross Library
Comprehensive suite of
multilingual components and
resources for text processing
in Voice application (Text To
Speech)
• Grapheme to phoheme converter
designed to be used in embedded
systems
• Phonetic lexica and annotaded
corpora (both text corpora and
speech corpora)
• Coverage of 15 languages
projects
consulting
Speech
technology
12
@copyright 2014 CELI / Me-Source / Cross Library
TTS modules
NLP module
Consulting and technologies
text preprocessing
morphological / syntactic analysis
letter-to-sound phonetic transcription
prosody generation
Voice generation Module
acoustic database creation/annotation
unit selection algorithms
acoustic processor
Multiligual input text
Synthesized
speech
Overall linguistic feasibility study and design
Lexical resources, text corpora
Morphological / Syntactic analyzer
Phonetic transcription grammars
Prosody-annotated corpus
Voice recording assistance
Acoustic database annotation assistance
Quality assessment
Evaluation/comparison of competing products
Multilingual text preprocessing methods
Contribution to TTS development
13
@copyright 2014 CELI / Me-Source / Cross Library
Semantic solutions
14
@copyright 2014 CELI / Me-Source / Cross Library
Semantic
Search
Enterprise Semantic Search solution for
document system and knowledge management
systems
• Java platform, enterprise ready
• Full text search based on Apache Lucene
• Linguistic and semantic analysis for document
enrichment and classification
• Linguistic and semantic analysis for natural language
query understanding
• Onthologies and thesauri to improve search results,
navigation and discovery
15
@copyright 2014 CELI / Me-Source / Cross Library
Creation-ReUse of multilingual ontologies
• Query expansion
• Hierarchical facets
• Cross-Language Information Retrieval
Linking to LOD resources
• Content enrichment
• Discovery search
• inference
Deploying LOD
• Use of standard data models and schemas
• ETL to triple stores
• Data integration
projects
SaaS
consulting
Linked
Data for
Semantic
Search
16
@copyright 2014 CELI / Me-Source / Cross Library
Lorem ipsum dolor sit amet, soldatino
consectetur, sed do eiusmod tempor incididunt ut
labore et Roma magna aliqua. Ut enim ad
Luigi Einaudi, quis nostrud exercitation
ullamco laboris nisi ut aliquip ex ea commodo
consequat
http://it.dbpedia.org/resource/Luigi_Einaudihttp://purl.org/bncf/tid/17802
http://sws.geonames.org/3169071/l
i
v
e
d
I
n
Content Enrichment
Relazioni per Discovery Search
Linked (Open) Data for Enterprise Search
17
@copyright 2014 CELI / Me-Source / Cross Library
Service Level
Processing layer / Motore di Ricerca
Discovery
Source
Management
Onthology
management
Admin Tools
Linguistic Analysis
Lucene
Index
Config /
Monitoring
System
Expert
Ling
Resource
Authentication/
Access control
Browsing
Data
Storage
Operato
ri
Responsive Presentation
WidgetPages
API
Portali
Portals
End
users
Harvester
Adapter Adapter
Staging area
Data collection layer / Harvester
Semantic Search Platform
18
@copyright 2014 CELI / Me-Source / Cross Library
Customer
Voice
Analytics
Automatic classification of customer surveys
(answers to open questions) and verbatim
(customer cases or call transcriptios)
• Java platform, enterprise ready
• Available as a service or on premises
• Linguistic analysis for classification rules
• Self service
• Ready for multilingual contact centers
• Speech Analytics for quality management in contact
centers
19
@copyright 2014 CELI / Me-Source / Cross Library
Development of infrastructure integrated with the client’s CRM
system that manages continuous flux of multilingual information
and its automatic classification
The client receives automatically classified information for all
requested languages and has a view of its customer satisfaction in
significantly reduced time and costs of translation
Provide classified information received
in many different languages from
customer care centers located in
different countries to a marketing
department
OBJECTIVES APPROACH
Create common taxonomy for all
languages taking into account cultural
differences
Develop software and lingware for
analysis of high volume of data in
different languages
Organize a team of language experts for
development of the multilingual
resources and quality check of results
RESULTS
Multilingual management of verbatim coding
20
@copyright 2014 CELI / Me-Source / Cross Library
With Celi’s linguistic technologies
CRM
System
CELI
Multilingual
Classification
Service
Raw text
messages
Classification
data
Multiligual
call-centers
Notes and
tickets in
multiple
languages
Unified
Reports
Multilingual
language
technology
integrated
with
Enterprise
CRM System
CRM
System
Translators
Without Celi’s technologies
Inconsistent
Reports
Multiligual
call-centers
Multilingual management of verbatim coding
21
@copyright 2014 CELI / Me-Source / Cross Library
Product lines
22
Social Media Monitoring, Analytics &
Management Tools
per Aziende & Agenzie.
23
Leader in Italia nella social media intelligence
500+
Progetti realizzati
4 Miliardi
post e interazioni
social misurate l’anno
20 mila
Chiave di ricerca
configurate
7 mila
Profili aziendali social
analizzati giornalmente
80
Clienti
3
Sedi: Milano,
Roma e Torino
Tecnologie d’avanguardia per la social intelligence
Blogmeter
24
Digital Humanities e Scuola Digitale
25
Leggere i classici usando il digitale
26
I Promessi sposi e Pinocchio
27
@copyright 2014 CELI / Me-Source / Cross Library
Grazie per l’attenzione!
28
Vittorio Di Tomaso
ditomaso@celi.it
29

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Forum Tal 2014: Celi company presentation

  • 1. CELI – Language and Information Gennaio 2014
  • 2. @copyright 2014 CELI / Me-Source / Cross Library Natural Language Processing We develop software solutions based on NLP. We are active in the Italian and International markets: semantic search, speech technology, social media intelligence and digital humanities. We provide systems for intelligent management and retrieval of un-structured information to complex organizations (private and public sector) 2
  • 3. @copyright 2014 CELI / Me-Source / Cross Library 4CELI’s offices Torino Milano Trento Roma 6Countries in which we operate Italia Belgio Francia Spagna Corea Polonia 50 People >100 Active customers 4 Business lines 15Years of experience NLP components Speech technology Social Media Intelligence Digital Humanities 3
  • 4. @copyright 2014 CELI / Me-Source / Cross Library >50Published scientific papers 15Research projects Close relationship with scientific community 6Partners in Academia Scuola Normale Superiore Università di Torino Università di Pisa Università di Trento Fondazione Bruno Kessler Politecnico di Milano 4
  • 5. @copyright 2014 CELI / Me-Source / Cross Library 1999 CELI srl is founded 1999 2005 2010 2002 Speech Technology practice 2006 BlogMeter is launched 2013 Launch into Korea market 2011 Cross Library 2010 Milano, Roma, Trento 5
  • 6. @copyright 2014 CELI / Me-Source / Cross Library Clienti Speech TechnologySemantic solutions Blogmeter 6
  • 7. @copyright 2014 CELI / Me-Source / Cross Library NLP solutions 7
  • 8. @copyright 2014 CELI / Me-Source / Cross Library NLP technology Comprehensive suite of multilingual components and resource: • Text processing • Language identification • Tokenization • Linguistic analysis (lemmatization, POS disambiguation, chunking) and phonetic transcription (including intonation and prosody) • Semantic annotations • Named Entities and Concept extraction • Mood detection and Sentiment analysis • Emotion detection 8
  • 9. @copyright 2014 CELI / Me-Source / Cross Library Tokenization Organization Product Date Named Entities PN V (3_sing) N (PLU) ADV N (sing) P ADV N (sing) ADJ PREP CONJ Morphology PN V N N PADJ PREP Disambiguation S ADJ N PP VP V NP NP PRP N Syntactic chunking/parsing Semantics PhoneticstS"elI "es "A: "el pr@v"aIdz g"Ud "en "el p"i: s@l"u:Sn=z s"Ins naInt"i:n n"aInti n"aIn Celi provides good NLP solutions since 1999 .S.r.l Linguistic processing and annotation 9
  • 10. @copyright 2014 CELI / Me-Source / Cross Library CELI’s software solutions for multilingual text processing and analysis Output: knowledge (examples) news emails verbatims CRM tickets social media customer feedback agent notes documents surveys chat etc. questo documento этий документ Input: multilingual unstructured text information linguistic analysis semantic clustering semantic analysis term /name extraction automatic classification opinion monitoring cross- language information retrieval names products, people, places, etc., opinions preferences of your consumers discoveries new unpredicted information phonetic transcription pronunciation representation for speech classified texts classification according to topics/problems: credit card problems, unsatisfied caller, access to an account, etc From text to Knowledge 10
  • 11. @copyright 2014 CELI / Me-Source / Cross Library Meaningful intelligence from unstructured information 11
  • 12. @copyright 2014 CELI / Me-Source / Cross Library Comprehensive suite of multilingual components and resources for text processing in Voice application (Text To Speech) • Grapheme to phoheme converter designed to be used in embedded systems • Phonetic lexica and annotaded corpora (both text corpora and speech corpora) • Coverage of 15 languages projects consulting Speech technology 12
  • 13. @copyright 2014 CELI / Me-Source / Cross Library TTS modules NLP module Consulting and technologies text preprocessing morphological / syntactic analysis letter-to-sound phonetic transcription prosody generation Voice generation Module acoustic database creation/annotation unit selection algorithms acoustic processor Multiligual input text Synthesized speech Overall linguistic feasibility study and design Lexical resources, text corpora Morphological / Syntactic analyzer Phonetic transcription grammars Prosody-annotated corpus Voice recording assistance Acoustic database annotation assistance Quality assessment Evaluation/comparison of competing products Multilingual text preprocessing methods Contribution to TTS development 13
  • 14. @copyright 2014 CELI / Me-Source / Cross Library Semantic solutions 14
  • 15. @copyright 2014 CELI / Me-Source / Cross Library Semantic Search Enterprise Semantic Search solution for document system and knowledge management systems • Java platform, enterprise ready • Full text search based on Apache Lucene • Linguistic and semantic analysis for document enrichment and classification • Linguistic and semantic analysis for natural language query understanding • Onthologies and thesauri to improve search results, navigation and discovery 15
  • 16. @copyright 2014 CELI / Me-Source / Cross Library Creation-ReUse of multilingual ontologies • Query expansion • Hierarchical facets • Cross-Language Information Retrieval Linking to LOD resources • Content enrichment • Discovery search • inference Deploying LOD • Use of standard data models and schemas • ETL to triple stores • Data integration projects SaaS consulting Linked Data for Semantic Search 16
  • 17. @copyright 2014 CELI / Me-Source / Cross Library Lorem ipsum dolor sit amet, soldatino consectetur, sed do eiusmod tempor incididunt ut labore et Roma magna aliqua. Ut enim ad Luigi Einaudi, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat http://it.dbpedia.org/resource/Luigi_Einaudihttp://purl.org/bncf/tid/17802 http://sws.geonames.org/3169071/l i v e d I n Content Enrichment Relazioni per Discovery Search Linked (Open) Data for Enterprise Search 17
  • 18. @copyright 2014 CELI / Me-Source / Cross Library Service Level Processing layer / Motore di Ricerca Discovery Source Management Onthology management Admin Tools Linguistic Analysis Lucene Index Config / Monitoring System Expert Ling Resource Authentication/ Access control Browsing Data Storage Operato ri Responsive Presentation WidgetPages API Portali Portals End users Harvester Adapter Adapter Staging area Data collection layer / Harvester Semantic Search Platform 18
  • 19. @copyright 2014 CELI / Me-Source / Cross Library Customer Voice Analytics Automatic classification of customer surveys (answers to open questions) and verbatim (customer cases or call transcriptios) • Java platform, enterprise ready • Available as a service or on premises • Linguistic analysis for classification rules • Self service • Ready for multilingual contact centers • Speech Analytics for quality management in contact centers 19
  • 20. @copyright 2014 CELI / Me-Source / Cross Library Development of infrastructure integrated with the client’s CRM system that manages continuous flux of multilingual information and its automatic classification The client receives automatically classified information for all requested languages and has a view of its customer satisfaction in significantly reduced time and costs of translation Provide classified information received in many different languages from customer care centers located in different countries to a marketing department OBJECTIVES APPROACH Create common taxonomy for all languages taking into account cultural differences Develop software and lingware for analysis of high volume of data in different languages Organize a team of language experts for development of the multilingual resources and quality check of results RESULTS Multilingual management of verbatim coding 20
  • 21. @copyright 2014 CELI / Me-Source / Cross Library With Celi’s linguistic technologies CRM System CELI Multilingual Classification Service Raw text messages Classification data Multiligual call-centers Notes and tickets in multiple languages Unified Reports Multilingual language technology integrated with Enterprise CRM System CRM System Translators Without Celi’s technologies Inconsistent Reports Multiligual call-centers Multilingual management of verbatim coding 21
  • 22. @copyright 2014 CELI / Me-Source / Cross Library Product lines 22
  • 23. Social Media Monitoring, Analytics & Management Tools per Aziende & Agenzie. 23
  • 24. Leader in Italia nella social media intelligence 500+ Progetti realizzati 4 Miliardi post e interazioni social misurate l’anno 20 mila Chiave di ricerca configurate 7 mila Profili aziendali social analizzati giornalmente 80 Clienti 3 Sedi: Milano, Roma e Torino Tecnologie d’avanguardia per la social intelligence Blogmeter 24
  • 25. Digital Humanities e Scuola Digitale 25
  • 26. Leggere i classici usando il digitale 26
  • 27. I Promessi sposi e Pinocchio 27
  • 28. @copyright 2014 CELI / Me-Source / Cross Library Grazie per l’attenzione! 28