What Makes a Review Read as Positive or Negative? Linguistic Signatures of Valence in Online Consumer and Cultural-Product Reviews
This study demonstrates that while sentiment intensity, readability, and lexical diversity reliably distinguish positive from negative reviews across film and consumer-electronics domains, affective punctuation exhibits contradictory valence signals between categories, highlighting the critical need for domain-specific calibration in automated sentiment analysis systems.