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Better Sentiment Analysis with Sentiment.ai

r-bloggers.com

2 points by shrewdcomputer 4 years ago · 1 comment

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uniqueuid 4 years ago

Mandatory warning: Whatever you're measuring with sentiment detection, it's probably not sentiment, and it's extremely inconsistent across implementations and humans.

This wonderful paper shows how unreliable sentiment detection is: https://www.tandfonline.com/doi/pdf/10.1080/19312458.2020.18...

Summary: (1) The best performance is still attained with trained human or crowd coding; (2) None of the used dictionaries come close to acceptable levels of validity; and (3) machine learning, especially deep learning, substantially outperforms dictionary-based methods but falls short of human performance

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