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WarwickDCS : from phrase-based to target-specific sentiment recognition
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Townsend, Richard, Tsakalidis, Adam, Zhou, Yiwei, Wang, Bo, Liakata, M., Zubiaga, Arkaitz, Cristea, Alexandra I. and Procter, Rob (2015) WarwickDCS : from phrase-based to target-specific sentiment recognition. In: 9th International Workshop on Semantic Evaluation (SemEval 2015), Denver, Colorado, 4-5 Jun 2015. Published in: Proceedings of the 9th International Workshop on Semantic Evaluation (SemEval 2015) pp. 657-663.
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Official URL: http://dx.doi.org/10.18653/v1/S15-2110
Abstract
We present and evaluate several hybrid systems for sentiment identification for Twitter, both at the phrase and document (tweet) level. Our approach has been to use a novel combination of lexica, traditional NLP and deep learning features. We also analyse techniques based on syntactic parsing and tokenbased association to handle topic specific sentiment in subtask C. Our strategy has been to identify subphrases relevant to the designated topic/target and assign sentiment according to our subtask A classifier. Our submitted subtask A classifier ranked fourth in the SemEval official results while our BASELINE and µPARSE classifiers for subtask C would have ranked second.
| Item Type: | Conference Item (Paper) | ||||||
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| Subjects: | H Social Sciences > HM Sociology Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software |
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| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||||
| Library of Congress Subject Headings (LCSH): | Online social networks -- Data processing, Natural language processing (Computer science) , Grammar, Comparative and general -- Parsing | ||||||
| Journal or Publication Title: | Proceedings of the 9th International Workshop on Semantic Evaluation (SemEval 2015) | ||||||
| Publisher: | Association for Computational Linguistics | ||||||
| Official Date: | June 2015 | ||||||
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| Page Range: | pp. 657-663 | ||||||
| Status: | Peer Reviewed | ||||||
| Publication Status: | Published | ||||||
| Access rights to Published version: | Open Access (Creative Commons) | ||||||
| Date of first compliant deposit: | 5 August 2016 | ||||||
| Date of first compliant Open Access: | 5 August 2016 | ||||||
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| Conference Paper Type: | Paper | ||||||
| Title of Event: | 9th International Workshop on Semantic Evaluation (SemEval 2015) | ||||||
| Type of Event: | Workshop | ||||||
| Location of Event: | Denver, Colorado | ||||||
| Date(s) of Event: | 4-5 Jun 2015 | ||||||
| Related URLs: |
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