Masking domain-specific information for cross-domain deception detection

•Introduction of a domain adaptation approach for deception detection in texts.•The use of information from both source and target domains to obtain a suitable text representation.•An effective masking technique that transforms domain-specific terms to a more abstract form.•Competitive results in cross-domain deception detection are reported using benchmark datasets.