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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 28 / No. 1: Twenty-Eighth AAAI Conference On Artificial Intelligence

Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation

March 8, 2023

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Authors

Marina Boia

École Polytechnique Fédérale de Lausanne


Claudiu Musat

École Polytechnique Fédérale de Lausanne


Boi Faltings

École Polytechnique Fédérale de Lausanne


DOI:

10.1609/aaai.v28i1.8840


Abstract:

Many Artificial Intelligence tasks need large amounts of commonsense knowledge. Because obtaining this knowledge through machine learning would require a huge amount of data, a better alternative is to elicit it from people through human computation. We consider the sentiment classification task, where knowledge about the contexts that impact word polarities is crucial, but hard to acquire from data. We describe a novel task design that allows us to crowdsource this knowledge through Amazon Mechanical Turk with high quality. We show that the commonsense knowledge acquired in this way dramatically improves the performance of established sentiment classification methods.

Topics: AAAI

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HOW TO CITE:

Marina Boia|| Claudiu Musat|| Boi Faltings Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation Proceedings of the AAAI Conference on Artificial Intelligence, 28 (2014) .

Marina Boia|| Claudiu Musat|| Boi Faltings Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation AAAI 2014, .

Marina Boia|| Claudiu Musat|| Boi Faltings (2014). Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation. Proceedings of the AAAI Conference on Artificial Intelligence, 28, .

Marina Boia|| Claudiu Musat|| Boi Faltings. Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation. Proceedings of the AAAI Conference on Artificial Intelligence, 28 2014 p..

Marina Boia|| Claudiu Musat|| Boi Faltings. 2014. Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation. "Proceedings of the AAAI Conference on Artificial Intelligence, 28". .

Marina Boia|| Claudiu Musat|| Boi Faltings. (2014) "Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation", Proceedings of the AAAI Conference on Artificial Intelligence, 28, p.

Marina Boia|| Claudiu Musat|| Boi Faltings, "Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation", AAAI, p., 2014.

Marina Boia|| Claudiu Musat|| Boi Faltings. "Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation". Proceedings of the AAAI Conference on Artificial Intelligence, 28, 2014, p..

Marina Boia|| Claudiu Musat|| Boi Faltings. "Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation". Proceedings of the AAAI Conference on Artificial Intelligence, 28, (2014): .

Marina Boia|| Claudiu Musat|| Boi Faltings. Acquiring Commonsense Knowledge for Sentiment Analysis through Human Computation. AAAI[Internet]. 2014[cited 2023]; .


ISSN: 2374-3468


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