Giuliano Gabrieli


2024

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Neutral Score Detection in Lexicon-based Sentiment Analysis: The Quartile-based Approach
Marco Vassallo | Giuliano Gabrieli | Valerio Basile | Cristina Bosco
Proceedings of the Tenth Italian Conference on Computational Linguistics (CLiC-it 2024)

The neutrality detection in Sentiment Analysis (SA) still constitutes an unsolved and debated issue. This work proposes an empirical method based on the quartiles of the polarity distribution for a lexicon-based SA approach. Our experiments are based on the Italian linguistic resource MAL (Morphologically-inflected Affective Lexicon) and applied to two annotated corpora. The findings provided a better detection of the neutral opinions with preserving a substantial overall polarity prediction.

2020

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Polarity Imbalance in Lexicon-based Sentiment Analysis
Marco Vassallo | Giuliano Gabrieli | Valerio Basile | Cristina Bosco
Proceedings of the Seventh Italian Conference on Computational Linguistics (CLiC-it 2020)

2019

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The Tenuousness of Lemmatization in Lexicon-based Sentiment Analysis
Marco Vassallo | Giuliano Gabrieli | Valerio Basile | Cristina Bosco
Proceedings of the Sixth Italian Conference on Computational Linguistics (CLiC-it 2019)