Text analysis in adversarial settings: Does deception leave a stylistic trace?

Tutkimustuotos: LehtiartikkeliReview Articlevertaisarvioitu

4 Sitaatiot (Scopus)
370 Lataukset (Pure)

Abstrakti

Textual deception constitutes a major problem for online security. Many studies have argued that deceptiveness leaves traces in writing style, which could be detected using text classification techniques. By conducting an extensive literature review of existing empirical work, we demonstrate that while certain linguistic features have been indicative of deception in certain corpora, they fail to generalize across divergent semantic domains. We suggest that deceptiveness as such leaves no content-invariant stylistic trace, and textual similarity measures provide a superior means of classifying texts as potentially deceptive. Additionally, we discuss forms of deception beyond semantic content, focusing on hiding author identity by writing style obfuscation. Surveying the literature on both author identification and obfuscation techniques, we conclude that current style transformation methods fail to achieve reliable obfuscation while simultaneously ensuring semantic faithfulness to the original text. We propose that future work in style transformation should pay particular attention to disallowing semantically drastic changes.

AlkuperäiskieliEnglanti
Artikkeli45
Sivut1-36
JulkaisuACM COMPUTING SURVEYS
Vuosikerta52
Numero3
DOI - pysyväislinkit
TilaJulkaistu - 1 kesäkuuta 2019
OKM-julkaisutyyppiA2 Arvio tiedejulkaisuussa (artikkeli)

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