Since August 2009, I have been a Research Scientist at the USC Information Sciences Institute. From July 2011, I am also a Research Assistant Professor at the University of Southern California. My research interests lie in large scale knowledge acquisition from the Web, lexical semantics, ontology population, sentiment analysis, metaphors and information extraction.
Current and Recent Activities [CV]:
Projects
- Co-PI on "MICS: Metaphor Interpretation for Cultural Schemas", IARPA Award, 2012-2017
Organizer
- Graph-based Methods for Natural Language Processing, workshop at EMNLP 2013
- Bulgarians in NLP, meet up at ACL 2013
- Metaphor in Natural Language Processing, workshop at NAACL 2013
- NACLO: North American Computational Linguistics Olympiad for high-school students in Southern California
- SemEval 2013 task #12 on Free Paraphrases of Noun Compounds
- SemEval 2013 task #14 on Sentiment Analysis on Twitter
Talks and Tutorials
- Multilingual Sentiment Analysis of Metaphor-Rich Texts, Sentiment Analysis Symposium, New York, May 2013
- Knowledge Extraction and Taxonomization from the Web, City University New York (CUNY), May 2013
- Knowledge Acquisition from the Web & Social Media, a tutorial at IUI 2013 conference, Santa Monica, March 2013
- Learning and Inducing Lexical Taxonomies from Scratch, UCLA, Los Angeles, January 2013
- Web Knowledge Extraction and Applications, a tutorial at RANLP 2011 conference, Bulgaria, 2011
Award
- RANLP'2011 Young Researcher Award
Recent Accepted Papers [Google Scholar, DBLP]
- Zornitsa Kozareva, Multilingual Affect Polarity and Valence Prediction in Metaphor-Rich Texts. in Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (ACL 2013)
- Zornitsa Kozareva and Eduard Hovy, Tailoring the Automated Construction of Large-Scale Taxonomies using the Web, in Journal of Language Resources and Evaluation (LRE journal)
- Laura M. Smith, Linhong Zhu, Kristina Lerman and Zornitsa Kozareva, The Role of Social Media in the Discussion of Controversial Topics. in Proceedings of the ASE/IEEE International Conference on Social Computing, 2013
- Jihie Kim, Jaebong Yoo, Ho Lim, Huida Qiu, Zornitsa Kozareva and Aram Galstyan, Sentiment Prediction using Collaborative Filtering. in Proceedings of the 7th International Conference on Weblogs and Social Media (ICWSM 2013), Boston, USA
Teaching
- CSCI 544: Applied Natural Language Processing, course for graduate students at USC (Spring 2014; Spring 2013)
- CSCI 544: Natural Language Processing , course for graduate students at USC (Spring 2012; Spring 2011; Spring 2010)
Others
- 2013: NSF Proposal Panelist and Reviewer, Arlington, VA
- 2012: European Comission Proposal Panelist and Reviewer, Brussels, Belgium
Selected Publications
- Zornitsa Kozareva, Multilingual Affect Polarity and Valence Prediction in Metaphor-Rich Texts. in Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (ACL 2013)
- Zornitsa Kozareva, Konstantin Voevodski and Shanghua Teng, Class Label Enhancement via Related Instances. To appear in Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP 2011), Edinburgh, Scotland, UK
- Zornitsa Kozareva and Eduard Hovy, Insights from Network Structure for Text Mining. in Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (ACL-HLT 2011), Portland
- Zornitsa Kozareva and Eduard Hovy, A Semi-Supervised Method to Learn and Construct Taxonomies using the Web. In Proceedings of Conference on Empirical Methods in Natural Language Processing (EMNLP 2010), Boston
- Zornitsa Kozareva and Eduard Hovy, Learning Arguments and Supertypes of Semantic Relations using Recursive Patterns. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics (ACL 2010), Sweden
- Zornitsa Kozareva and Eduard Hovy, Not All Seeds Are Equal: Measuring the Quality of Text Mining Seeds. In Proceedings of Conference of the North American Chapter of the Association for Computational Linguistics - Human Language Technologies (NAACL/HLT 2010), Los Angeles
- Eduard Hovy, Zornitsa Kozareva and Ellen Riloff. Toward Completeness in Concept Extraction and Classification. in Proceedings of Conference on Empirical Methods in Natural Language Processing (EMNLP 2009), Singapore, August 2009
- Zornitsa Kozareva, Ellen Riloff and Eduard Hovy. Semantic Class Learning from the Web with Hyponym Pattern Linkage Graphs. in Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, (ACL-08: HLT), Columbus, USA, June 2008
- Iris Hendrickx, Su Nam Kim, Zornitsa Kozareva, Preslav Nakov, Diarmuid O Seaghdha,Sebastian Pado, Marco Pennacchiotti, Lorenza Romano and Stan Szpakowicz. Multi-Way Classification of Semantic Relations Between Pairs of Nominals. in Proceedings of the NAACL-HLT-09 Workshop on Semantic Evaluations: Recent Achievements and Future Directions (SEW-09), Boulder, USA, May 2009.