Sense and Sentiment

Code

• github.com/bond-lab/sensitive
  OfficialIn papernone★ 1
• github.com/bond-lab/sentimental
  OfficialIn papernone★ 1

Abstract

In this paper we examine existing sentiment lexicons and sense-based sentiment-tagged corpora to find out how sense and concept-based semantic relations effect sentiment scores (for polarity and valence). We show that some relations are good predictors of sentiment of related words: antonyms have similar valence and opposite polarity, synonyms similar valence and polarity, as do many derivational relations. We use this knowledge and existing resources to build a sentiment annotated wordnet of English, and show how it can be used to produce sentiment lexicons for other languages using the Open Multilingual Wordnet.

Reproductions