Domain Independent Deception Detection: Feature Sets, LIWC Efficacy, and Synthetic Data Challenges

Author:

Hanks Casey1ORCID,Ko Shanina1ORCID,Nguyen Emily2ORCID,Verma Rakesh M.3ORCID

Affiliation:

1. University of Maryland, Baltimore County, Baltimore, Maryland, USA

2. University of Maryland Baltimore County, Baltimore, Maryland, USA

3. University of Houston, Houston, Texas, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference21 articles.

1. Hervé Abdi. 2010. Holm's sequential Bonferroni procedure. Encyclopedia of research design, Vol. 1, 8 (2010), 1--8.

2. Alan Akbik, Tanja Bergmann, Duncan Blythe, Kashif Rasul, Stefan Schweter, and Roland Vollgraf. 2019. FLAIR: An easy-to-use framework for state-of-the-art NLP. In Proceedings of the 2019 conference of the North American chapter of the association for computational linguistics (demonstrations). 54--59.

3. Dainis Boumber, Fatima Zahra Qachfar, and Rakesh M. Verma. 2024 a. Domain-Agnostic Adapter Architecture for Deception Detection: Extensive Evaluations with the DIFrauD Benchmark. In Proceedings of The 2024 Joint International Conference On Computational Linguistics, Language Resources And Evaluation (LREC-COLING 2024).

4. Blue Sky: Multilingual, Multimodal Domain Independent Deception Detection

5. Ryan L Boyd, Ashwini Ashokkumar, Sarah Seraj, and James W Pennebaker. 2022. The development and psychometric properties of LIWC-22. Austin, TX: University of Texas at Austin (2022), 1--47.

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