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Sparse and Explicit Word Representations Omer Levy Yoav Goldberg Bar Ilan University Israel Papers in ACL 2014 Sampling error 100 Neural Embeddings   Representing words as vectors is not new. In this paper we ex amine the vectorspace word representations that are implicitly learned by the inputlayer weights We 64257nd that these representations are surprisingly good at capturing syntactic and semantic regularities in language and that ea goldberg gmailcom Abstract Recent work has shown that neural embedded word representations capture many relational similarities which can be recovered by means of vector arithmetic in the embedded space We show that Mikolov et als method of 64257rst metamodelling. revisited: . A (failed) language use approach. By Matt Selway. KSE Lab Meeting – 6 March 2014. Eriksson, O., Henderson-Sellers, B., and . Agerfalk. , P.J. (2013), ‘Ontological and linguistic . Normative Political Theory. Huw Lewis . Introduction. Normative political theory and cultural diversity.. Recent literature has focused on the issue of linguistic diversity.. Key question: . On what grounds . Exploring Regularities for Improving Façade Reconstruction from Point Cloud. Supervisors. Dr.. . Ben . Gorte. Dr. .. . Sisi. . Zlatanova. Pirouz. . Nourian. . Client. Cyclomedia. Kaixuan. Zhou . Natural Language Processing. Tomas Mikolov, Facebook. ML Prague 2016. Structure of this talk. Motivation. Word2vec. Architecture. Evaluation. Examples. Discussion. Motivation. Representation of text is very important for performance of many real-world applications: search, ads recommendation, ranking, spam filtering, …. Overview of Linguistic Tools. Dictionaries. Linguistic Inquiry and Word Count (. LIWC. ). Whissell’s Dictionary of Affective Language. WordNet. Parts of Speech Taggers (POS). Brown Corpus. Stanford POS. Normative Political Theory. Huw Lewis . Introduction. Normative political theory and cultural diversity.. Recent literature has focused on the issue of linguistic diversity.. Key question: . On what grounds . to Structured Translation and Analysis . of Low-Resource Languages. November 2014 . Project Review at ARL . Jaime . Carbonell. (CMU) & Team. MURI via ARO (PM: Joseph Myers). The Faculty. CMU. : . Sparse and Explicit . Word Representations. Omer Levy . Yoav. Goldberg. Bar-. Ilan. University. Israel. Papers in ACL 2014*. * Sampling error: /- 100%. Neural Embeddings. Dense. vectors. Each dimension is a . . to Structured Translation and Analysis of Low-Resource Languages. 2011 Program Review for . ARL MURI Project. 4 November 2011. The . Cast. CMU: . Jaime . Carbonell. Lori Levin. typology. Linguistic typology.  (or . language typology. ) is a field of . linguistics.  that studies and classifies languages according to their structural and functional features. Its aim is to describe and explain the common properties and the structural diversity of the world's languages.. Language Is…. … an organism.. … a tool.. Linguistic Purism – Definitions. “Linguistic purism . or linguistic protectionism is the practice of defining or recognizing one variety of a language as being purer or of intrinsically higher quality than other varieties.” . Psycholinguistics – 6. th. Meeting. Stages of Language Production. Conceptualizing . a thought. Formulating . a linguistic plan. Articulating/implementing . the plan. Self-monitoring. Slips of the Tongue.