JoBimText Distributional Semantics 2015


Notes:

JoBimText is an open source framework for application of Distributional Semantics using lexicalized features.

Resources:

Wikipedia:

See also:

100 Best Word Embedding VideosDistributional Semantics 2014 | Distributional Semantics 2015Statistical Semantics 2014 | Word2vec & Dialog Systems 2015


JoBimText Tutorial 2015 E Ruppert – 2015 – maggie.lt.informatik.tu-darmstadt.de 1 JoBimViz – JoBimText models in practice JoBimText models – A quick recap JoBimViz 2 Accessing JoBimText models with Java IThesaurus Interface WebThesaurus Interface Practice with example project 3 Calculating DT with JoBimText Virtual Machine Hadoop File System (HDFS) … Related articles

word2vec or JoBimText?: A Comparison for Lexical Expansion of Hindi Words N Ramrakhiyani, S Pawar, G Palshikar – … of the 7th Forum for Information …, 2015 – dl.acm.org Abstract Exploration of distributional semantics for NLP tasks in Indian languages has been scarce. This work carries out a comparative analysis of two recent and high performing distributional semantics techniques namely word2vec and JoBimText. The task of lexical … Related articles

JoBimText Tutorial Mannheim E Ruppert – 2015 – maggie.lt.informatik.tu-darmstadt.de IThesaurus Overview general Interface to retrieve data from JoBimText models methods for JBT model access can access multiple data sources by using different implementations: Database, DCA, DCAlight, JoBimViz? data sources can be changed without affecting … Related articles

JoBimViz: a web-based visualization for graph-based distributional semantic models E Ruppert, M Kaufmann, M Riedl… – ACL-IJCNLP …, 2015 – anthology.aclweb.org … 3 Computation of distributional models The visualization is based on distributional mod- els computed with the JoBimText framework (Bie- mann and Riedl, 2013) 7; however it can also be used for other semantic models of similar struc- ture. … net/p/jobimtext. 104 Page 117. … Cited by 4 Related articles All 9 versions

Do supervised distributional methods really learn lexical inference relations O Levy, S Remus, C Biemann… – … of NAACL, Denver …, 2015 – lt.informatik.tu-darmstadt.de … overlap. iments by applying the JoBimText framework4 for scalable distributional thesauri (Biemann and Riedl, 2013) using Google’s syntactic N-grams (Goldberg and Orwant, 2013) as a corpus. … discarded. 4http://jobimtext.org … Cited by 29 Related articles All 10 versions

Distributional semantics for resolving bridging mentions T Feuerbach, M Riedl, C Biemann – RECENT ADVANCES IN, 2015 – anthology.aclweb.org … hyponym-hypernym relations (IS-As) acquired with Hearst patterns (Hearst, 1992), both made available by the JoBim- Text Project (Biemann … net/projects/jobimtext/files/data/ models/ en_news120M_stanford_lemma/ 2Our definition is based on quasi-bridges from the Berke- ley … Cited by 1 Related articles All 10 versions

Narrowing the loop: Integration of resources and linguistic dataset development with interactive machine learning SM Yimam – Proc. HLT-NAACL: Student Research Workshop, …, 2015 – aclweb.org … We have used WordNet, PPDB, and JobimText DT3 to provide paraphrase 3http://goo. gl/0Z2Rcs Figure 3: Amharic POS tagging. lower pane: suggestion provided to the user by the interactive classifier, upper pane: annotations by the user. … Cited by 2 Related articles All 12 versions

Mobile Context Recommendations from Social Media through Geotopical Clustering E Williams, J Gray, B Dixon – University of Alabama, SERG-2015- … – pdfs.semanticscholar.org … For each keyword in the comma-separated input list, we pass the keyword to the JoBimText distributional semantics framework, described in [9]. The JoBimText framework receives a corpus of text and analyzes the … JoBimText extracts pairs of … Cited by 2 Related articles

GERMEVAL 2015: LEXSUB–A shared task for Germanlanguage lexical substitution T Miller, D Benikova, S Abualhaija – Proceedings of, 2015 – academia.edu … The linked resources include GermaNet 9.0, WordNet 3.0, and the English and German versions of Wikipedia and Wik- tionary. JoBimText (Biemann and Riedl, 2013) is an au- tomatically induced resource for German by means of distributional semantics. … Cited by 3 Related articles

Simulating IBM Watson in the classroom WW Zadrozny, S Gallagher, W Shalaby… – Proceedings of the 46th …, 2015 – dl.acm.org … To give some examples, available projects which would complement text analytics projects such as ours could include JoBimText since it has a unique distributional se- mantic approach to knowledge management [4] or Word2Vec (to assist for measuring relationships between … Cited by 4 Related articles All 2 versions

Ranking entities for web queries through text and knowledge M Schuhmacher, L Dietz… – Proceedings of the 24th …, 2015 – dl.acm.org … spelling mistakes within queries and documents). GloVe (Glo) / JoBimText (Jo): To generalize across different syn- onyms and word senses, we study the utility of distributional repre- sentations of words. The general idea of these … Cited by 5 Related articles All 3 versions

Analysing domain suitability of a sentiment lexicon by identifying distributionally bipolar words L Flekova, E Ruppert… – 6TH WORKSHOP ON …, 2015 – anthology.aclweb.org … lexicon word. Us- ing the JoBimText framework (Biemann and Riedl, 2013), we build a large Twitter bigram thesaurus which serves as a background frequency distribu- tion which aids in ranking the bigrams (see section 3.1). For … Cited by 1 Related articles All 13 versions

(German) Language Processing for Lucene B Entrup – International Conference on Applications of Natural …, 2015 – Springer … 7 For example, for German http://sourceforge.net/projects/jobimtext/files/data/models/ de_news70M_pruned.zip/download; based on 70 million sentences from a news corpus extracted using the system described in [1]. Acknowledgemets. … Related articles

Delexicalized Supervised German Lexical Substitution G Hintz, C Biemann – Proceedings of GermEval, 2015 – lt.informatik.tu-darmstadt.de … Quasthoff et al. (2006) and define the fol- lowing features: For a given sentence regarded as a 8https://code.google.com/p/mate-tools/ 9The DTs are available at https://sourceforge. net/projects/jobimtext/files/data/ models/ Page 4. … Cited by 3 Related articles

An automatic approach to identify word sense changes in text media across timescales S Mitra, R Mitra, SK Maity, M Riedl… – Natural Language …, 2015 – Cambridge Univ Press … The parameter for regulating the cluster size was set to option (a) (cf. Section 4) 7 Available for download at http://sourceforge.net/p/jobimtext/wiki/ Page 14. 786 S. Mitra et al. … This 8 Data available at http://sf.net/p/jobimtext/wiki/LREC2014 Google DT/ Page 15. … Cited by 4 Related articles All 2 versions