Back to the bookshelf
ACL2011

Finding Deceptive Opinion Spam by Any Stretch of the Imagination

Myle Ott · Yejin Choi · Claire Cardie · Jeffrey T. Hancock

Discourse & deception

The short version

How does fabricated praise differ from a genuine review? This paper introduces a dataset of truthful and deliberately deceptive hotel reviews and compares text classification, psychological language features, and genre-based approaches to identifying deception.

Notes for the reading desk

  1. The study concerns a specific review dataset, rather than a universal test for lying.
  2. Text features and psychological features can offer complementary information.
  3. Context and motivation matter when interpreting apparent deception cues.

Explore the themes

Citation

Ott, M., Choi, Y., Cardie, C., & Hancock, J. T. (2011). Finding Deceptive Opinion Spam by Any Stretch of the Imagination. Proceedings of ACL, 309–319.

Summary and reading notes are editorial guides. The linked paper is the original source.