OpenNLP 2011


OpenNLP library is a machine learning based toolkit for the processing of natural language text. 

OpenNLP includes maximum entropy and perceptron based machine learning.



Comparative Analysis of Tools Available for Developing Statistical Approach Based Machine Translation System
A Kumar... - Information Systems for Indian Languages, 2011 - Springer
... Web References [W1] http://en.wikipedia.org/wiki/Statistical_machine_translation [W2]
http://www.statmt.org/moses/manual/ manual.pdf [W3] http://www.statmt.org/moses/?n=Public.
Demos [W4] http://www.clsp.jhu.edu/ws99/projects/mt/ [W5] http://opennlp.sourceforge.net/ [W6 ... 
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Extending the entity grid with entity-specific features
M Eisner... - Proceedings of the 49th Annual Meeting of the ..., 2011 - dl.acm.org
... Association for Computational Linguistics. 18. Thomas Morton, Joern Kottmann, Jason Baldridge,
and Gann Bierner. 2005. Opennlp: A java-based nip toolkit. http://opennlp.sourceforge.net. 19.
Ani Nenkova, Advaith Siddharthan, and Kathleen McKeown. 2005. ... 
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REACTOR: a framework for semantic relation extraction and tagging over enterprise data
[PDF] from ethz.chW Shen, J Wang, P Luo, M Wang... - Proceedings of the 20th ..., 2011 - dl.acm.org
... in each cluster. 3. EXPERIMENTS To evaluate the performance of REACTOR, we
tested it on a large real-world enterprise data set from HP in which 1 http://www.csie.
ntu.edu.tw/~cjlin/libsvm/ 2 http://opennlp.sourceforge.net/ ... 
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Automated discovery of drug treatment patterns for endocrine therapy of breast cancer within an electronic medical record
[PDF] from 171.67.114.118GK Savova, JE Olson, SP Murphy... - Journal of the ..., 2011 - jamia.bmj.com
... cTAKES (http://ohnlp.svn.sourceforge.net/viewvc/ohnlp/trunk/) is an open-source, general purpose,
modular, extensible NLP software for processing the ... Sentence boundary detector, a wrapper
around OpenNLP's sentence boundary detector,19 but trained on clinical data. ... 
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Extracting Personal Concepts from Users' Emails to Initialize Their Personal Information Models
S Schwarz, F Marmann... - Knowlege-Based and Intelligent ..., 2011 - Springer
... city). The corresponding pattern matches a num- ber followed by a noun phrase
(POS-tag NP). Slightly modified city names, 5 http://textcat.sourceforge.net/ 6
http://opennlp.sourceforge.net/ 7 http://www.geonames.org/ Page 8. ... 
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Personalizing web search using long term browsing history
[PDF] from cuhk.edu.hkN Matthijs... - Proceedings of the fourth ACM international ..., 2011 - dl.acm.org
... words or words not in WordNet. However, neither of these were found to be beneficial.
Therefore we do not discuss term list filtering further. 3http://opennlp.sourceforge.net/
4http://svn.ask.it.usyd.edu.au/trac/candc/wiki 27 Page 4. ... 
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Semantic relatedness measurement based on Wikipedia link co-occurrence analysis
M Ito, K Nakayama, T Hara... - International Journal of ..., 2011 - emeraldinsight.com
... 1992), the Stanford NLP tools (Klein and Manning, 2003) and OpenNLP (http://opennlp.
sourceforge.net/) are famous tools for morphological analysis, tagging of word classes and parsing,
but sometimes make mistakes caused by, eg ambiguous, synonym and unknown words. ... 
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Elhuyar-IXA: semantic relatedness and cross-lingual passage retrieval
[PDF] from elhuyar.orgE Agirre, O Ansa, X Arregi, M de Lacalle... - ... Access Evaluation I. ..., 2011 - Springer
... Then we lemmatized and part-of-speech (POS) tagged those passages using the
OpenNLP open source software3. 3 http://opennlp.sourceforge.net/ Page 5.
Elhuyar-IXA: Semantic Relatedness and Cross-Lingual Passage Retrieval 277 ... 
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Adaptations based on ontology evolution as a mean to exploit collective intelligence
L Burzagli, F Gabbanini... - Universal Access in Human- ..., 2011 - Springer
... 4 OpenNLP, available at http://opennlp.sourceforge.net/, last visited on April 28, 2011. 5 Text2Onto,
available at http://sourceforge.net/projects/texttoonto/, last visited on April 28, 2011. 6 GATE,
available at http://gate.ac.uk/, last visited on April 28, 2011. Page 7. ... 
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Open Information Extraction: The Second Generation
[PDF] from washington.eduO Etzioni, A Fader, J Christensen... - ... Joint Conference on ..., 2011 - aaai.org
... there". Find the nearest noun phrase y to the right of r in s. If such an (x, y) pair could
be found, return (x, r, y) as an extraction. 2REVERB uses OpenNLP for POS tagging
and NP chunking: http://opennlp.sourceforge.net/ 5 Page 4. ... 
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[PDF] Machine Reading Between the Lines: A Simple Evaluation Framework for Extracted Knowledge Bases
[PDF] from nus.edu.sgA Sil, A Yates, B St, M Ave - Information ..., 2011 - sterling.ddns.comp.nus.edu.sg
... available for this pur- pose. Next, for each occurrence of one of the ac- tion words
as a predicate in the corpus, we apply the axioms (1) and the knowledge in the S10
and 1http://opennlp. sourceforge. net amputate crush args: x ... 
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Filtering and clustering relations for unsupervised information extraction in open domain
W Wang, R Besançon, O Ferret... - Proceedings of the 20th ACM ..., 2011 - dl.acm.org
... Table 1 illustrates the volume of the extracted candidate relations from a subpart of the
AQUAINT-2 corpus con- taining news articles from 18 months of the newspaper New
3http://opennlp.sourceforge.net 1406 Page 3. Figure 2: Interface for relation annotation York Times. ... 
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[PDF] ThaiHerbMiner: a Thai herbal medicine mining and visualizing tool
[PDF] from aclweb.orgC Haruechaiyasak, J Pailai, W Viratyosin... - ACL HLT 2011, 2011 - aclweb.org
... Our next step is to perform comparative analysis on the knowledge from Thai traditional medicine
and the knowledge extracted from the modern research pub- lications. 1The OpenNLP Homepage,
http://opennlp. sourceforge. net 2The JavaScript InfoVis Toolkit, http://thejit. ... 
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Named Entity Recognition for Short Text Messages
T Ek, C Kirkegaard, H Jonsson... - Procedia-Social and ..., 2011 - Elsevier
... A package of Java-based NLP tools. http: //opennlp.sourceforge.net/. [11] Polifroni J., Kiss I., &
Adler M. (2010). Bootstrapping named entity extraction for the creation of mobile services. ... [10]
OpenNLP. (2004). A package of Java-based NLP tools. http: //opennlp.sourceforge.net/.. ... 
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On the evaluation of Geographic Information Retrieval systems
[PDF] from irit.frD Palacio, G Cabanac, C Sallaberry... - International Journal on ..., 2011 - Springer
... IR deals with models, techniques, and procedures to retrieve information that has already been
processed, organized, and 1 http://alias-i.com/lingpipe 2 http://www.metacarta.com 3
http://www.opencalais.com 4 http://opennlp.sourceforge.net 123 Page 4. D. Palacio et al. ... 
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[PDF] Target-dependent twitter sentiment classification
[PDF] from aclweb.orgL Jiang, M Yu, M Zhou, X Liu... - Proc. 49th ACL: HLT, 2011 - aclweb.org
... Besides target-independent features, we also incor- porate target-dependent features in both
the subjec- 7 http://opennlp.sourceforge.net/projects.html 8 http://www.wjh.harvard.edu/~inquirer/
tivity classifier and polarity classifier. We will ex- plain them in detail below. ... 
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Semantic Retrieval Approach to Factoid Question Answering for Bulgarian
[PDF] from uni-sofia.bgS Peshterliev... - Third International Conference on Software, ..., 2011 - Springer
... task. 5.2 Linguistic Processing We use OpenNLP (http://opennlp.sourceforge.net)
tools for tokeniza- tion, sentence detection, part of speech tagging. Georgiev, Nakov,
Osenova and Page 6. 30 S. Peshterliev and I. Koychev Simov ... 
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[PDF] Automating the Detection of Complex Semantic Conflicts between Software Requirements
[PDF] from tuwien.ac.atT Moser, D Winkler, M Heindl... - Proceedings of 23rd ..., 2011 - publik.tuwien.ac.at
... Synsets are interlinked by 1 http://nlp.stanford.edu/software/lex-parser.shtml 2
http://opennlp.sourceforge.net/ means of conceptual-semantic and lexical relations.
WordNet is a useful building block for requirements analysis. ... 
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[PDF] Extracting strips representations of actions and events
[PDF] from temple.eduA Sil, A Yates, B St... - 2011 - cis.temple.edu
... One obvious shortcoming of the S10 system is that it fails to generalize adequately. For
instance, 1http://opennlp.sourceforge.net s CWs nurse#1 {nurse} doctor#1 {doctor,allergist}
health prof.#1 {doctor,nurse,allergist} person#1 {doctor,nurse,poet,. . .} ... 
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Phishing detection using stochastic learning-based weak estimators
J Zhan... - ... in Cyber Security (CICS), 2011 IEEE ..., 2011 - ieeexplore.ieee.org
... http://www.phishtank.com/,2008 [15] Ham obtained: Enron-spam dataset. Downloaded from
http://www.aueb.gr/users/ion/data/enron-spam/,2006. [16] Open NLP, Website: http://opennlp.
sourceforge.net, November 2008. [17] A. Miller. Wordnet: A Lexical Database for English. ... 
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[PDF] Identifying Relations for Open Information Extraction
[PDF] from washington.eduA Fader, S Soderland... - 2011 - ml.cs.washington.edu
... We check whether a candidate relation phrase rv satisfies the syntactic constraint by
matching it against the regular expression in Figure 1. 2REVERB uses OpenNLP for POS
tagging and NP chunk- ing: http://opennlp.sourceforge.net/ Page 6. ... 
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[PDF] Automatic labelling of topic models
[PDF] from rug.nlJH Lau, K Grieser, D Newman... - Proceedings of the 49th ..., 2011 - acl.eldoc.ub.rug.nl
... (2011). RACO (Related Article Conceptual Overlap) uses Wikipedia's link structure
and category membership to identify the strength of relationship between arti-
2http://opennlp.sourceforge.net/ cles via their category overlap. ... 
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Markup Infrastructure for the Anaphoric Bank: Supporting Web Collaboration
M Poesio, N Diewald, M Stührenberg... - ... , and Processing of Text ..., 2011 - Springer
... A range of control mechanisms are in place to ensure quality annotation in Phrase Detectives
[20]. 10 http://opennlp.sourceforge.net/ 11 http://nlp.cs.berkeley.edu/ 12 http://www.wikipedia.
org/ Page 8. 182 M. Poesio et al. Fig. 10.2 A screenshot of the Annotation Mode. ... 
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Requirements management with semantic technology: an empirical study on automated requirements categorization and conflict analysis
T Moser, D Winkler, M Heindl... - Advanced Information Systems ..., 2011 - Springer
... As ontologies are versatile for representing knowledge on requirements and for deriving new
links 1 http://nlp.stanford.edu/software/lex-parser.shtml 2 http://opennlp.sourceforge.net Page
5. Requirements Management with Semantic Technology: An Empirical Study 7 ... 
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Learning and knowledge-based sentiment analysis in movie review key excerpts
B Schuller... - Toward Autonomous, Adaptive, and Context-Aware ..., 2011 - Springer
... The Part-of-speech (POS) tagger used in our work is a stochastic 7 http://conceptnet.media.
mit.edu/ 8 http://opennlp.sourceforge.net/ Page 7. 454 B. Schuller and T. Knaup Preprocessing
Target Identification Sentiment Extraction Build Expressions Filter ... 
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[PDF] A Comparison of Approaches to Determine Topic Similarity of Weblogs for Privacy Protection
[PDF] from socialgamingplatform.comDY Wu... - 2011 - socialgamingplatform.com
... O'Reilly Media (2008) 20. Alias-i: Lingpipe. http://alias-i.com/lingpipe/ (2008) 21. OpenNLP:
Opennlp. http://opennlp.sourceforge.net/ (2009) 22. McCallum, A.: Mallet: A machine
learning for language toolkit. http://mallet.cs.umass.edu (2002) 23. ... 
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[PDF] Knowledge-based weak supervision for information extraction of overlapping relations
[PDF] from washington.eduR Hoffmann, C Zhang, X Ling... - Proceedings of the ..., 2011 - cs.washington.edu
... 6.4 Precision / Recall Curves To compute precision / recall curves for the tasks, we ranked the
MULTIR extractions as follows. For sentence-level evaluations, we ordered according to
1http://opennlp.sourceforge.net/ Recall P r e c is io n 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.0 ... 
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[PDF] Discovering Relations between Noun Categories
[PDF] from rug.nlTP Mohamed, ER Hruschka Jr... - Proceedings of the ..., 2011 - acl.eldoc.ub.rug.nl
... For example, the category pair <Vehi- cle,SportsTeam> has several sentences such as
2 http://opennlp.sourceforge.net. "Car was engulfed in flames?, "Truck was en- gulfed in
flames? etc. Note that Flames (Calga- ry Flames) is a SportsTeam. ... 
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[PDF] Enriching Phrase-Based Statistical Machine Translation with POS Information
[PDF] from bas.bgM Kaeshammer... - Student Research Workshop, 2011 - lml.bas.bg
... For two models, we report the performance of the systems that were obtained with two indepen-
dent tuning instances (t1 and t2) in Table 1. The varying scores indicate the importance of the
tun- ing step. 1http://opennlp. sourceforge. net/ 2www. speech. sri. ... 
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Correcting verb selection errors for ESL with the perceptron
X Liu, B Han... - Computational Linguistics and Intelligent Text ..., 2011 - Springer
... We gather 5 million sentences in total. To generate correction candidates for training, we
manipulate the newswire data by replacing verbs with those in their confusion sets. However,
the generated 1 http://www.bing.com/ 2 http://opennlp.sourceforge.net/ Page 9. ... 
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Event recognition from information-linkage based using phrase tree traversal
R Sukhahuta... - Computer Science and Software ..., 2011 - ieeexplore.ieee.org
... [8] OpenNLP. "OPENNLP Project". [Online]. Available: http://opennlp.sourceforge.net.
(10 October 2010). [9] Delia Rusu, Lorand Dali, Blaz Fortuna, Marko Grobelnik, Dunja
Mladenic. "Triplet extraction from sentences". In Proceedings ... 
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[PDF] High-precision biological event extraction: Effects of system and data
[PDF] from ucdenver.eduKB Cohen, K Verspoor... - Computational ..., 2011 - compbio.ucdenver.edu
... documents. These annotations included a trigger word specifying the specific word
in the input text which 3http://opennlp.sourceforge.net/ Page 8. 8 COMPUTATIONAL
INTELLIGENCE indicated the occurrence of each event. ... 
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Renaissance of Opinion Mining
A Rana, V Goyal... - Information Systems for Indian Languages, 2011 - Springer
... In: Proceedings of the Joint ACL/EACL Conference, pp. 174-181 (1997) 6. OpenNLP,
http://opennlp.sourceforge.net/ 7. SCOL, http://www.vinartus.net/spa/ 8. Wiebe, JM: Learning
Subjective Adjectives from Corpora. In: American Association for Artificial Intelligence, pp. ... 
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A semantic regulatory framework for nanotechnology application in agri-food domain
[PDF] from tcs-trddc.comP Rose, A Gole... - Requirements Engineering and ..., 2011 - ieeexplore.ieee.org
... [15] Scrinis G, "Nanotechnology and the Environment: The Nano-Atomic Reconstruction of Nature",
Chain Reaction, No. 97, pp. 23-26, 2006. [16] http://www.nanowerk.com/news/newsid=9511.php
[17] Baldridge J, The OpenNLP project, http://opennlp.sourceforge.net, 2005. 66 
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[PDF] Applying key phrase extraction to aid invalidity search
[PDF] from iiit.ac.inM Verma... - ... of the 13th International Conference on ..., 2011 - web2py.iiit.ac.in
... Note that all the phrases in the query have the same weight. We use publicly available
implementation of TextRank and SingleRank [4]. The damping factor is set to 0.85. In Tex- 7
http://opennlp.sourceforge.net/ Page 5. 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.2 0.22 ... 
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Comparing and combining chunkers of biomedical text
N Kang, EM van Mulligen... - Journal of biomedical informatics, 2011 - Elsevier
... MetaMap Transfer (MMTx) is a distributable version of MetaMap written in Java. 5.
OpenNLP (http://opennlp.sourceforge.net): OpenNLP is an organizational center for
open source projects related to natural language processing. ... 
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Towards use-cases benchmark
B Alchimowicz, J Jurkiewicz, J Nawrocki... - Software Engineering ..., 2011 - Springer
Page 1. Towards Use-Cases Benchmark * Bartosz Alchimowicz, Jakub Jurkiewicz,
Jerzy Nawrocki, and Miroslaw Ochodek Poznan University of Technology, Institute
of Computing Science, ul. Piotrowo 3A, 60-965 Poznan, Poland ... 
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[PDF] Semi-supervised relation extraction with large-scale word clustering
[PDF] from rug.nlA Sun, R Grishman... - ... of the 49th Annual Meeting of ..., 2011 - acl.eldoc.ub.rug.nl
... 6 http://nlp.stanford.edu/software/lex-parser.shtml 7 http://ilk.uvt.nl/team/sabine/chunklink/README.
html 8 http://opennlp.sourceforge.net/ 9 Zhou et al. (2005) tested their system on the ACE 2003
data; Zhou et al. (2007) tested their system on the ACE 2004 data. ... 
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Developing robust models for favourability analysis.
[PDF] from herts.ac.ukD Clarke, PCR Lane... - 2011 - uhra.herts.ac.uk
... Produce Error Re- duction (JRip). We also included two baseline clas- 3We used
the StringToWordVectorClass constructed with an argument of 5,000.
4http://opennlp.sourceforge.net sifiers, ZeroR, which simply chooses the ... 
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Building Domain Specific Dictionaries of Verb-Object Relation from Source Code
[PDF] from osaka-u.ac.jpY Hayase, Y Kashima, Y Manabe... - ... (CSMR), 2011 15th ..., 2011 - ieeexplore.ieee.org
... Then the parts-of-speech of each simple word 1OpenNLP is a natural language processing
system. http://opennlp. sourceforge.net/ 9695 Page 4. are determined by OpenNLP. As
described in Section II-A, headings to and new are treated as verbs. ... 
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Mapping geospatial events based on extracted spatial information from web documents
[PDF] from uiowa.eduNR Rock - 2011 - ir.uiowa.edu
... or models that include OpenNLP (http://opennlp.sourceforge.net/projects.html), Natural Language
Toolkit (NLTK) (http://www.nltk.org), and LingPipe (http://alias- ... mainly on locations, time, people,
and organizations (http://opennlp.sourceforge.net /projects.html). ... 
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Spatial Interactions between Humans and Assistive Agents
[PDF] from calpoly.eduFJ Kurfess, G Flanagan... - Help Me Help You: Bridging the Gaps in ..., 2011 - aaai.org
... OpenNLP. 2010. OpenNLP. http://opennlp.sourceforge.net/. Randell, DA; Cui, Z.; and Cohn, AG
1992. A spatial logic based on regions and connection. In PROCEEDINGS 3RD IN-
TERNATIONAL CONFERENCE ON KNOWLEDGE REPRESEN- TATION AND REASONING. ... 
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[PDF] Finding Images of Difficult Entities in the Long Tail
[PDF] from mpg.deB Taneva, M Kacimi... - 2011 - mpi-inf.mpg.de
... [11] R. Mihalcea and P. Tarau. TextRank: Bringing order into texts. In EMNLP, 2004. [12] OpenNLP.
http://opennlp.sourceforge.net/. [13] JM Ponte and WB Croft. A language modeling approach to
information retrieval. In SIGIR, 1998. [14] F. Radlinski and N. Craswell. ... 
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Advantages of Intelligent Geographic Information System Research Prototype
R Sorokin - Information Fusion and Geographic Information ..., 2011 - Springer
... Apache Software Foundation (2010) Open source natural language processing project, http://
opennlp.sourceforge.net Douglas Lenat (1984) Ontology and knowledge base of everyday
common sense knowledge OpenCyc http://www.opencyc.org Greg Wilkins (1995 ... 
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Diversifying search results of controversial queries
M Kacimi... - Proceedings of the 20th ACM international ..., 2011 - dl.acm.org
... Note here that we have used OpenNLP[10] to extract the differ- ent types of words from the text,
while the extraction of sentiments is done through classification. This model is used both to
compute similarity between documents and classify their sentiments. ... 
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[PDF] TUD Palladian Overview
[PDF] from 141.76.40.242D Urbansky, K Muthmann, P Katz... - 2011 - 141.76.40.242
... license agreement. 23. OpenNLP [46] is a toolkit of various open source natural
language processing packages. The goal of this toolkit is to integrate several
stand-alone projects to increase the interoperabil- ity. Algorithms ... 
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Knowledge extraction for semantic web using web mining
ADS Jayatilaka... - Advances in ICT for ..., 2011 - ieeexplore.ieee.org
... 461-480. [21] MK; Cw Smith, Wildlife Ontology. [online], 2004. [22] OpenNLP. (2010,
Spetermber 23). [Online]. Available: http://opennlp.sourceforge.net/projects.html [23] B.
Bederson, J. Grosjean, and J. Meyer, "Toolkit Design for Interactive 
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Extracting Meta Statements from the Blogosphere
[PDF] from videolectures.netF Mesquita... - Fifth International AAAI Conference on Weblogs ..., 2011 - aaai.org
... This is achieved as fol- lows. On a first pass over the sequence of tokens given as input,
we first identify all explicit mentions to entities and add them the set A which keeps all
arguments in the text 6 http://opennlp.sourceforge.net 227 Page 4. ... 
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Automatically Correlating Clinical Findings and Body Locations in Radiology Reports Using MedLEE
M Sevenster, R van Ommering... - Journal of Digital Imaging, 2011 - Springer
... reports [19]. General anaphora resolution software exists (eg, OpenNLP and GATE),
but it fails to account for domain-specific anaphora, such as part-whole co-references
[20] or hypernym/hyponym co- references. The following ... 
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Hyper Media News: a fully automated platform for large scale analysis, production and distribution of multimodal news content
A Messina, M Montagnuolo, R Di Massa... - Multimedia Tools and ..., 2011 - Springer
... as it will be described in Section 3.4. In 4Text processing is performed using the
OpenNLP toolkit (http://opennlp.sourceforge.net/) trained on both English and Italian
data. Further languages can be integrated at any time, provided ... 
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Semantic dependent word pairs generative model for fine-grained product feature mining
TJ Zhan... - Advances in Knowledge Discovery and Data Mining, 2011 - Springer
Page 1. Semantic Dependent Word Pairs Generative Model for Fine-Grained Product
Feature Mining Tian-Jie Zhan and Chun-Hung Li Department of Computer Science Hong
Kong Baptist University {tjzhan,chli}@comp.hkbu.edu.hk Abstract. ... 
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Mining Biomedical Text towards Building a Quantitative Food-Disease-Gene Network
[PDF] from sfsu.eduH Yang, R Swaminathan, A Sharma... - Learning Structure and ..., 2011 - Springer
... Co-references are recognized using the OpenNLP toolkit. ... and ..." structure; We next describe
each step in detail. Step 1. To partition a compound sentence into multiple semantic units we
an- alyze the sentence-level conjunctive structure using the OpenNLP parser. ... 
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[PDF] No free lunch: brute force vs. locality-sensitive hashing for cross-lingual pairwise similarity
[PDF] from umd.eduF Ture, T Elsayed... - ... of the 34th international ACM SIGIR ..., 2011 - umiacs.umd.edu
... are: the length in bits of each signature (D), the number of tables (Q), the chunk size (M), the
window size (B), and the hamming distance threshold (T). We fixed D to 1000 based on the
discussion 4http://code.google.com/p/berkeleyaligner 5http://opennlp.sourceforge.net 948 ... 
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Semantically-enhanced information extraction
[PDF] from calpoly.eduH Assal, J Seng, F Kurfess... - Aerospace ..., 2011 - ieeexplore.ieee.org
Page 1. 1 Semantically-Enhanced Information Extraction Hisham Assal CAD Research Center
Cal Poly University San Luis Obispo, CA hassal@gmail.com John Seng Computer Science
Cal Poly University San Luis Obispo, CA jseng@calpoly.edu ... 
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Polarity analysis of texts using discourse structure
[PDF] from utwente.nlB Heerschop, F Goossen, A Hogenboom... - Proceedings of the 20th ..., 2011 - dl.acm.org
... In this pipeline, we first determine the POS of words by using the OpenNLP [4] POS tagger, which
has an accuracy of 98.7% [6]. We then determine the lemmas of words by means of a third party
lemmatizer, based on WordNet using the Java WordNet Library (JWNL) API. ... 
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Collective Semantic Role Labeling for Tweets with Clustering
[PDF] from ijcai.orgX Liu, K Li, M Zhou... - Twenty-Second International Joint ..., 2011 - aaai.org
... role triples that occur frequently. The second 2http://sourceforge.net/projects/opennlp/
1832 Proceedings of the Twenty-Second International Joint Conference on Artificial
Intelligence Page 2. system uses such statistical information ... 
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[PDF] Enhancing Relevant Region Classifying
[PDF] from diva-portal.orgT Karlsson... - 2011 - kth.diva-portal.org
... In my prestudy I tested General Architecture for Text Engineering (GATE) (Cunningham, 2002),
Unstructured Information Management Applications (UIMA) (IBM with Apache Software Foundation,
2010) and OpenNLP (OpenNLP Develop- ment Team, 2010), all of these are ... 
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Enabling Structured Queries over Unstructured Documents
F Kastrati, X Li, C Quix... - Mobile Data Management ..., 2011 - ieeexplore.ieee.org
... ACL, 2005. [21] openNLP, "Natural language processing tools," http://opennlp. sourceforge.net/
projects.html. [22] AG Parameswaran, H. Garcia-Molina, and A. Rajaraman, "Towards the web
of concepts: Extracting concepts from large datasets," PVLDB, vol. 3, no. 1, pp. ... 
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[PDF] A De-identifier For Electronic Medical Records Based On A Heterogeneous Feature Set
[PDF] from mit.eduA Tafvizi - 2011 - groups.csail.mit.edu
... 33 3 Resources 35 3.1 LibSVM and LibLinear . . . . . 35 3.2 Apache OpenNLP . . . . . 36
3.3 Link Grammar Parser . . . . . 36 3.4 Medical Subject Heading . . . . ... 
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A practical method for transforming free-text eligibility criteria into computable criteria
[PDF] from stanford.eduSW Tu, M Peleg, S Carini, M Bobak, J Ross... - Journal of Biomedical ..., 2011 - Elsevier
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Learning relation axioms from text: An automatic Web-based approach
D Sánchez, A Moreno... - Expert Systems with Applications, 2011 - Elsevier
... If a sentence matches one of the patterns and fulfills all the above conditions, then the
evidence is extracted for further processing <13>. Note that, in the case of the first pattern
1 http://opennlp.sourceforge.net/ (last checked on December 15th, 2010). ... 
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The GhostWriter-2.0 Case-Based Reasoning system for making content suggestions to the authors of product reviews
D Bridge... - Knowledge-Based Systems, 2011 - Elsevier
... techniques. We use OpenNLP's maximum-entropy-based 'chunking', which is a form
of lightweight parsing. ... base. This is caused by the time it takes to launch OpenNLP
and to use it to extract noun phrases from the 250 reviews. ... 
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[PDF] ?????????????? ????? ??? ??????????????? ??????? ???????
[PDF] from rcdl.ru? ?????? - 2011 - rcdl.ru
... ??? ?????????? ?? ??? ?????????? ? ??? ???????????? ? ?????????? ???????????????
????? ???????, ??? ????????? ?????????? ? ??????????????? ??????? ???????????????
? ???? ?????????? http://opennlp.sourceforge.net/ Page 10. ?????????? ... 
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An Effective Approach to Biomedical Information Extraction with Limited Training Data
[PDF] from arxiv.orgS Jonnalagadda - Arxiv preprint arXiv:1107.5752, 2011 - arxiv.org
... The base form of the word, also known as lemma, is independent of its part of speech or a
3http://lucene.apache.org/java/2_3_0/api/org/apache/lucene/analysis/standa rd/
StandardTokenizer.html 4 http://opennlp.sourceforge.net Page 28. 15 morphological variation. ... 
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A local tree alignment approach to relation extraction of multiple arguments
S Kim, M Jeong... - Information Processing & Management, 2011 - Elsevier
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ATLAS Multilingual Language Processing Platform
[PDF] from sepln.orgM Ogrodniczuk... - Procesamiento de Lenguaje ..., 2011 - journal.sepln.org
... NP extractor 14 English-specific rules by Tetracom NE extractor OpenNLP Summarizer LexRank3
and Open Text Summarizer4 Categorization MULAN5 with a k-Nearest Neighbor-based algorithm ...
3See (Erkan and Radev, 2004). 4See http://libots.sourceforge.net/. ... 
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Measuring the interestingness of articles in a limited user environment
RK Pon, AF Cárdenas, DJ Buttler... - Information Processing & ..., 2011 - Elsevier
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[PDF] Semantic Suffix Tree Clustering
[PDF] from psu.eduJ Janruang... - 2011 - Citeseer
... Cambridge University Press (1997) [15] OpenNLP projects, http://opennlp.sourceforge.net/
[16] Marie-Catherine de, M., Christopher, D.: Stanford typed dependencies manual.
http://nlp.stanford.edu [17] Open Directory Project, http://www.dmoz.com 
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[PDF] Recognizing named entities in tweets
[PDF] from 59.108.48.12X Liu, S Zhang, F Wei... - ... of the 49th Annual Meeting of the ..., 2011 - 59.108.48.12
... 1http://sourceforge.net/projects/opennlp/ 1. We propose to a novel method that combines a KNN
classifier with a conventional CRF based labeler under a semi-supervised learning framework
to combat the lack of information in tweet and the unavailability of training data. ... 
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[HTML] Language Technology Enables a Poetics of Interactive Generation
[HTML] from umich.eduA Roque - Journal of Electronic Publishing, 2011 - quod.lib.umich.edu
... Besides operating system infrastructure, today's computational poets can also use versions of
the programs described in Section 1.2, specialized poetry toolkits such as RiTa (Howe 2009),
general natural language resources such as OpenNLP (OpenNLP 2010), and widely ... 
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Sentiment classification: a lexical similarity based approach for extracting subjectivity in documents
[PDF] from ipn.mxK Sarvabhotla, P Pingali... - Information Retrieval, 2011 - Springer
... We use the sentence breaker and the tokenizer implemented in the openNLP14 tool to
split the extracted body text into sentences, and sentences into words. Except for
preprocessing, we do not use any linguistic resource in our experiments. ... 
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Towards a Model of Question Generation for Promoting Creativity in Novice Writers
J Goth, E Ha... - 2011 AAAI Fall Symposium Series, 2011 - aaai.org
... References Baldridge, J., Morton, T., and Bierner, G. 2001. The OpenNLP Maximum
Entropy Package. http://maxent.sourceforge net. Bloom, BS, and Krathwohl, DR 1956.
Taxonomy of Educational Objectives: The Classification ... 
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Coordination Resolution in Biomedical Texts
[PDF] from umi.comPV Ogren - 2012 - gradworks.umi.com
Page 1. Coordination Resolution in Biomedical Texts by Philip Victor Ogren BS, Harding
University, 1997 MS, University of Colorado at Boulder, 2005 A thesis submitted to the Faculty
of the Graduate School of the University of Colorado in partial fulfillment ... 
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Identifying, Indexing, and Ranking Chemical Formulae and Chemical Names in Digital Documents
[PDF] from psu.eduB Sun, P Mitra, C Lee Giles... - ACM Transactions on ..., 2011 - dl.acm.org
... For example, for the term He in "... . He is ...", feature 11http://opennlp.sourceforge.net/
12http://wordnet.princeton.edu/ 13http://webbook.nist.gov/chemistry/ ACM Transactions on
Information Systems, Vol. 29, No. 2, Article 12, Publication date: April 2011. Page 12. ... 
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Semi-Automatic Analysis of Traditional Media with Machine Learning
D Clarke, PCR Lane... - Proceedings of Ai-2011: ..., 2011 - books.google.com
... ability estimates, and random exploration. We discuss the relation of these strategies
with active learning and similar ideas in the Discussion. 2 http://opennlp. sourceforge.
net Page 332. Semi-Automatic Analysis of Traditional ... 
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[PDF] Medical entity recognition: a comparison of semantic and statistical methods
[PDF] from rug.nlAB Abacha... - ACL HLT 2011, 2011 - acl.eldoc.ub.rug.nl
... and the BIO format, -word-level classification, -Number of classes= 2n+ 1 Table 1: Proposed MER
methods Corpus of clinical texts (i2b2) Corpus of scientific abstracts (Berkeley) MetaMap
TreeTagger OpenNLP MetaMap TreeTagger OpenNLP Reference entities ... sourceforge. ... 
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[PDF] TROPE
[PDF] from idiap.chMOJLV Ferrari... - 2011 - publications.idiap.ch
... References [1] http://opencv.willowgarage.com/wiki. [2] http://opennlp.sourceforge.net. [3]
http://torch3vision.idiap.ch. [4] T. Berg, A. Berg, J. Edwards, and D. Forsyth. Who's in the
picture. In NIPS, 2004. [5] T. Cour, B. Sapp, C. Jordan, and B. Taskar. ... 
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[PDF] Extracting Content from Online News Sites
[PDF] from psu.eduS Lindholm - 2011 - Citeseer
Page 1. Extracting Content from Online News Sites Sigrid Lindholm January 31, 2011
Master's Thesis in Computing Science, 30 ECTS credits Supervisor at CS-UmU:
Johanna Högberg Examiner: Per Lindström Ume°a University ... 
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Anomaly Detection in Dynamic Systems Using Weak Estimators
J Zhan, BJ Oommen... - ACM Transactions on Internet ..., 2011 - dl.acm.org
... Moreover, the corpora do not contain spam messages writ- ten in nonLatin character sets. For
the purposes of this study, further preprocessing was done using the OpenNLP API [Ope 2008],
which contain useful tools for accom- plishing common text classification tasks. ... 
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Automatic Face Annotation in News Images by Mining the Web
E Medvet, A Bartoli, G Davanzo... - Web Intelligence and ..., 2011 - ieeexplore.ieee.org
... First, we use a named entity recognizer which is based on a maximum entropy classifier
from the OpenNLP1 package: 1http://opennlp.sourceforge.net i i i n f score Name-face
coupling Bradley Cooper Gerard Butler Tim Daly Internet Text t Image i ... 
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[PDF] Inducing Event Schemas and Their Participants from Unlabeled Text
[PDF] from stanford.eduNW Chambers - 2011 - stacks.stanford.edu
Page 1. INDUCING EVENT SCHEMAS AND THEIR PARTICIPANTS FROM UNLABELED TEXT
A DISSERTATION SUBMITTED TO THE DEPARTMENT OF COMPUTER SCIENCE AND THE
COMMITTEE ON GRADUATE STUDIES OF STANFORD UNIVERSITY ... 
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[PDF] Information Extraction Over the Internet for a Dynamic Game
[PDF] from scutajar.comS Cutajar - 2011 - scutajar.com
... SharpNLP 8 - SharpNLP is an open-source collection of natural language processing tools
made available for C#. It is a port of OpenNLP, which is a group of NLP tools for Java, made
by Jason Baldridge, Tom Morton, and Gann Bierner. 9 • SharpWordNet ... 
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[PDF] Inferring Group Processes from Computer-Mediated Affective Text Analysis
[PDF] from ornl.govJC Schryver, E Begoli, AC Jose... - 2011 - info.ornl.gov
Page 1. ORNL/TM-2010/277 Inferring Group Processes From Computer-Mediated
Affective Text Analysis February 2011 Prepared by Jack C. Schryver Edmon Begoli Ajith
C. Jose Christopher Griffin Page 2. DOCUMENT AVAILABILITY ... 
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The Yale cTAKES extensions for document classification: architecture and application
[HTML] from 171.67.114.118V Garla, VL Re, Z Dorey-Stein... - Journal of the ..., 2011 - jamia.bmjjournals.com
... cTAKES uses the OpenNLP Maximum Entropy package for sentence detection, tokenizing,
part-of-speech tagging, and chunking; uses the SPECIALIST lexical variant generator for stemming;
and uses an algorithm based on NegEx for negation detection.23-25 The cTAKES ... 
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A layered approach for enabling context-sensitive content
M Dinsoreanu, B Neacsa, C Cupse... - ... and Processing (ICCP ..., 2011 - ieeexplore.ieee.org
... We used OpenNLP sentence splitter [14] to divide our content into various sentences.
Again, the main consideration was the fact that OpenNLP provides an open source,
easy to integrate implementation of a sentence splitter. ... 
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[PDF] META-NORD: Baltic and Nordic Branch of the European Open Linguistic Infrastructure
[PDF] from hi.isA Vasiljevs, BS Pedersen, K De Smedt, L Borin... - 2011 - notendur.hi.is
... digital repositories through the deploy- ment of existing, widely recognised open- source software
platforms (such as DSpace, Fedora or Sourceforge); ... Also, there is an OpenNLP organisational
cen- tre for open source projects related to the natural language processing. ... 
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Prototipo de sistema para el resumen automático de textos en castellano en un dominio específico
[PDF] from unal.edu.coR Beltrán Arrieta - 2011 - bdigital.unal.edu.co
Page 1. ROLANDO BELTRÁN ARRIETA Universidad Nacional de Colombia Facultad de
Ingeniería, Departamento de Ingeniería de Sistemas e Industrial Bogotá, Colombia 2011
PROTOTIPO DE SISTEMA PARA EL RESUMEN AUTOMÁTICO DE ... 
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An attractive game with the document:(im) possible?
B Hladká, J Mírovský... - The Prague Bulletin of Mathematical ..., 2011 - Versita
... 8For English, we tried Reconcile (Stoyanov et al., 2010), OpenNLP (http://opennlp.sourceforge.
net/ models.html), GuiTAR (http://cswww.essex.ac.uk/Research/nle/GuiTAR/gtarNew.html), and
BART (Versley et al., 2008); some of the tools did not work at all, the others performed ... 
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[PDF] FAN-Large
[PDF] from ethz.chV Ferrari - 2011 - vision.ee.ethz.ch
Page 1. FAN-Large Construction and Evaluation of A Large Scale Database of
Images and Captions for Automatic Face Naming Master's Thesis Mert¨Ozcan
Department of Information Technology and Electrical Engineering ... 
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Exploiting Learners' Tendencies for Detecting English Determiner Errors
R Nagata... - Knowlege-Based and Intelligent Information and ..., 2011 - Springer
... The binary classification-based method significantly improves, achieving the best F-measure
6 All ME classifiers were generated by the opennlp.maxent package (http://maxent.sourceforge.
net/) on a Linux server (Quad core AMD Opteron 2.3 GHz, 4GMB memory). ... 
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Methods and algorithms for automatic text analysis
VA Yatsko - Automatic Documentation and Mathematical ..., 2011 - Springer
... 35-40. 18. Tokenizer: Opennlp SourceForgeNet, - URL: http://sourceforge.net/apps/mediawiki/
opennlp/index. php?title=Tokenizer. Cited 2010. Page 8. AUTOMATIC DOCUMENTATION AND
MATHEMATICAL LINGUISTICS Vol. 45 No. 5 2011 METHODS AND ALGORITHMS ... 
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Dual coordinate descent methods for logistic regression and maximum entropy models
HF Yu, FL Huang... - Machine Learning, 2011 - Springer
Page 1. Mach Learn (2011) 85:41-75 DOI 10.1007/s10994-010-5221-8 Dual coordinate
descent methods for logistic regression and maximum entropy models Hsiang-Fu Yu ·
Fang-Lan Huang · Chih-Jen Lin Received: 28 February ... 
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[PDF] Towards HIPAA-compliant Healthcare Systems
[PDF] from asu.eduR Wu, GJ Ahn... - 2012 - public.asu.edu
... 3http://potassco.sourceforge.net . Page 3. Input ... The first functionality is developed based
on OpenNLP [2]. It transforms any HIPAA regulations or healthcare systems' policies
specified in natural language into the generic policy representation. ... 
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Building a Scalable Database-Driven Reverse Dictionary
R Shaw, A Datta, D VanderMeer... - Knowledge and Data ..., 2011 - ieeexplore.ieee.org
... might explain why the dog bit the man. To generate the importance of each term,
we can use a parser, eg, OpenNLP [30], that can return the grammat- ical structure
of a sentence. Given an input phrase, such a parser returns ... 
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[PDF] Semantic role labeling of implicit arguments for nominal predicates
[PDF] from virginia.eduMS Gerber - 2011 - ptl.sys.virginia.edu
Page 1. SEMANTIC ROLE LABELING OF IMPLICIT ARGUMENTS FOR NOMINAL PREDICATES
By Matthew Steven Gerber A DISSERTATION Submitted to Michigan State University in partial
fulfillment of the requirements for the degree of DOCTOR OF PHILOSOPHY ... 
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[HTML] Using workflows to explore and optimise named entity recognition for chemistry
[HTML] from plos.orgBK Kolluru, L Hawizy, P Murray-Rust, J Tsujii... - PloS one, 2011 - dx.plos.org
... the necessary component repository, consisting of several shareable components such as Genia
tagger [7], Stepp tagger [27] and OpenNLP [28] sentence ... The current version of Oscar3, which
can be downloaded from http://sourceforge.net/projects/oscar3-c?hem/, had an F ... 
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Enhancing Semantic Role Labeling for Tweets Using Self-Training
X Liu, K Li, M Zhou... - Twenty-Fifth AAAI Conference on Artificial ..., 2011 - aaai.org
... The OpenNLP toolkit and the Stanford parser 4 are used to extract these features. ... The selected
tweets are then labeled by 3http://crfpp.sourceforge.net/ 4http://nlp.stanford.edu/software/lex-parser.
shtml 5http://www.textfixer.com/resources/common-english- words.txt 898 Page 4. ... 
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[PDF] Towards social-based user modeling and personalization
[PDF] from stuba.skM Barla - ... Sciences and Technologies Bulletin of the ACM ..., 2011 - acmbulletin.fiit.stuba.sk
Page 1. Slovak University of Technology in Bratislava Faculty of Informatics and Information
Technologies Institute of Informatics and Software Engineering Michal Barla Towards
Social-based User Modeling and Personalization Dissertation Thesis FIIT-10890-3653 ... 
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Evolution of a fictional dialogue
CM Viljoen, GS Nitschke... - ... (CEC), 2011 IEEE ..., 2011 - ieeexplore.ieee.org
... of each word to adjacent words in 2The Natural Language Processor framework
OpenNLP v1.4.3 is an open source project available at: http://sourceforge.net/projects/
opennlp a sentence. For terminal word sets in the dialogue ... 
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Multiobjective optimization for classifier ensemble and feature selection: an application to named entity recognition
A Ekbal... - International Journal on Document Analysis and ..., 2011 - Springer
... elements of the con- text. For example: f j (h, t) = 1 if word(h) = sachIn and t = Person
name = 0 otherwise We use the OpenNLP Java-based MaxEnt package3 for the
computation of the values of the parameters ?j . This allows ... 
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Enhanced User Interaction to Qualify Web Resources by the Example of Tag Rating in Folksonomies
[PDF] from thinkmind.orgM Steinberg, O Sarioglu... - International Journal On ..., 2011 - thinkmind.org
... In case if more text engineering is needed, there are comprehensive solutions for standard Natural
Language Processing (NLP) tasks (eg, by OpenNLP [23]) to perform sentence detection, NER
(Named Entity Recognition), POS (Part-Of-Speech) tagging or even semantic ... 
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[PDF] Intrinsic and Extrinsic Approaches to Recognizing Textual Entailment
[PDF] from uni-saarland.deDP der Philosophischen - 2011 - coli.uni-saarland.de
Page 1. Intrinsic and Extrinsic Approaches to Recognizing Textual Entailment Dissertation zur
Erlangung des akademischen Grades eines Doktors der Philosophie der Philosophischen
Fakultäten der Universität des Saarlandes vorgelegt von Rui Wang March, 2011 Page 2. ... 
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[PDF] Collaborative ranking: A case study on entity linking
[PDF] from cuny.eduZ Chen... - Proc. EMNLP, 2011 - cs.gc.cuny.edu
Page 1. Collaborative Ranking: A Case Study on Entity Linking Zheng Chen
Computer Science Department Graduate Center City University of New York
zchen1@gc.cuny.edu Heng Ji Computer Science Department Queens ... 
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D2. 5 LTfLL roadmap
[PDF] from ou.nlG Burek, D Gerdemann, S Trausan-Matu... - 2011 - dspace.ou.nl
Page 1. Language Technologies for Lifelong Learning LTfLL -2008-212578 Project Deliverable
Report Deliverable D2.5 - LTfLL Roadmap Work Package 2 Task D2.5 Date of delivery
Contractual: 28-2-2011 Actual: 1-3-2011 Code name Version: 1.0 Draft Final: x ... 
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Machine-learned solutions for three stages of clinical information extraction: the state of the art at i2b2 2010
[HTML] from 171.67.114.118B de Bruijn, C Cherry, S Kiritchenko... - Journal of the American ..., 2011 - jamia.bmj.com
... The classification framework was maximum entropy, as implemented in the OpenNLP maximum
entropy toolkit.16 Relations were classified independently; that is, a decision made on one concept
pair did not affect other decisions. ... http://maxent.sourceforge.net/index.html ... 
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Hybrid methods for improving information access in clinical documents: Concept, assertion, and relation identification
[HTML] from 171.67.114.118AL Minard, AL Ligozat... - Journal of the ..., 2011 - jamia.bmjjournals.com
... It is important to note that the problem is not specific to the Treetagger chunker: we tested other
chunking tools (eg, OpenNLP, GeniaTagger), and they yielded worse results than Treetagger.
Therefore, the main problem is the correct detection of medical entity boundaries. ... 
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[PDF] TROPE
[PDF] from ethz.chJLFOB Caputo... - 2011 - vision.ee.ethz.ch
Page 1. TROPE R HCRAESE R PAID I LEARNING FROM IMAGES WITH CAPTIONS
USING THE MAXIMUM MARGIN SET ALGORITHM Jie Luo Francesco Orabona Barbara
Caputo Vittorio Ferrari Idiap-RR-30-2011 AUGUST 2011 ... 
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Learning to tell tales: automatic story generation from Corpora
[PDF] from ed.ac.ukND McIntyre - 2011 - era.lib.ed.ac.uk
Page 1. Learning to Tell Tales: Automatic Story Generation from Corpora Neil McIntyre T H E
U NIVER S I T Y O F E DI NBU R G H Doctor of Philosophy Institute for Communicating and
Collaborative Systems School of Informatics University of Edinburgh 2011 Page 2. Page 3. iii ... 
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[PDF] Bachelor's Thesis
[PDF] from jodaiber.deJ Daiber - 2011 - jodaiber.de
Page 1. Bachelor's Thesis Candidate Selection and Evaluation in the DBpedia Spotlight Entity
Extraction System . . June 23, 2011 Joachim Daiber (4232126) BSc Computer Science, English
1st advisor: Prof. Dr. Adrian Paschke (FU Berlin) 2nd advisor: Prof. ... 
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A multiobjective simulated annealing approach for classifier ensemble: Named entity recognition in Indian languages as case studies
A Ekbal... - Expert Systems with Applications, 2011 - Elsevier
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Visualisation de digests d'emails en entreprise
[PDF] from vuillemot.netR Vuillemot, J Mulsant... - 23rd French Speaking ..., 2011 - dl.acm.org
... Ces techniques sont relativement matures sur le repérage d'entités nommées (cf. OpenCalais,
OpenNLP, NLTK, ...) mais restent `a l'état de prototype sur la détec- tion libre d'événements
complexes. (cf. les travaux de Xerox ou du CEA-List). ... HTML Parser. SourceForge. net. ... 
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[PDF] Innovation Engine for Blog Spaces
[PDF] from dtic.milA Lorincz... - 2011 - dtic.mil
Page 1. AFRL-AFOSR-UK-TR-2011-0040 Innovation Engine for Blog Spaces Andras Lorincz
Neumann János Számítógép-tudományi Társaság Eotvos Lorand University Department of
Information Systems Pazmany Peter setany 1/C Budapest, Hungary H-1117 ... 
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