Publications

Google Scholar Profile

Edward Grefenstette, Karl Moritz Hermann, Phil Blunsom and Georgiana Dinu. New Directions in Vector Space Models of Meaning. ACL 2014 Tutorial. slides

Georgiana Dinu and Marco Baroni. How to make words with vectors: Phrase generation in distributional semantics. ACL 2014. pdf code and data

Marco Baroni, Georgiana Dinu and Germán Kruszewski. Don't count, predict! A systematic comparison of context-counting vs. context-predicting semantic vectors. ACL 2014. pdf. Additional results and best performing vectors from this paper.

Marco Marelli, Georgiana Dinu, Roberto Zamparelli and Marco Baroni. In press. Picking buttercups and eating butter cups: spelling alternations, semantic relatedness and their consequences for compound processing. Applied Psycholinguistics.

Jiming Li, Marco Baroni and Georgiana Dinu. Improving the lexical function composition model with pathwise optimized elastic-net regression. EACL 2014. pdf

Georgiana Dinu, Nghia The Pham and Marco Baroni. General estimation and evaluation of compositional distributional semantic models. ACL 2013 Workshop on Continuous Vector Space Models and their Compositionality (CVSC 2013).pdf

Raffaella Bernardi, Georgiana Dinu, Marco Marelli and Marco Baroni. A relatedness benchmark to test the role of determiners in compositional distributional semantics. ACL 2013. Short papers. pdf The data set from this study.

Georgiana Dinu, Nghia The Pham and Marco Baroni. DISSECT: DIStributional SEmantics Composition Toolkit. ACL 2013 System Demonstrations. pdf The DISSECT toolkit.

Edward Grefenstette, Georgiana Dinu, Yao-Zhong Zhang, Mehrnoosh Sadrzadeh and Marco Baroni. Multi-step regression learning for compositional distributional semantics. IWCS 2013 (10th International Conference on Computational Semantics). pdf

Georgiana Dinu, Stefan Thater and Soeren Laue. A comparison of models of word meaning in context. NAACL-HLT 2012. Short papers. pdf

Georgiana Dinu and Stefan Thater. Saarland: Vector-based models of semantic textual similarity. *SEM SemEval 2012. pdf

Georgiana Dinu. 2011. Word meaning in context: A probabilistic model and its application to Question Answering.

Georgiana Dinu and Mirella Lapata. Measuring Distributional Similarity in Context. EMNLP 2010. pdf

Georgiana Dinu and Mirella Lapata. Topic Models for Meaning Similarity in Context. COLING 2010. pdf

Grzegorz Chrupała, Georgiana Dinu and Benjamin Roth. Enriched Syntax-based Meaning Representation for Answer Extraction. SIGIR 2010 Workshop on Query Representation and Understanding. pdf

Older

Stefan Thater, Georgiana Dinu and Manfred Pinkal. Ranking Paraphrases in Context. ACL 2009 Workshop TextInfer: Applied Textual Inference.

Georgiana Dinu and Rui Wang. 2009. Inference Rules and their Application to Recognizing Textual Entailment. EACL 2009.

Grzegorz Chrupała, Georgiana Dinu and Josef van Genabith. Learning Morphology with Morfette. LREC 2008.

Georgiana Dinu, Sandra Kuebler. 2007. Sometimes less is more: Romanian Word Sense Disambiguation Revisited. RANLP 2007.

Grzegorz Chrupała, Nicolas Stroppa, Josef van Genabith and Georgiana Dinu. Better Training for Function Labeling. RANLP 2007.