Its major difficulty arises from the lack of reliably labeled data, because it is extremely difficult for humans to identify through reading (see discussion in Section 4).
much previous work on detecting deceptive opinions usually relies on some meta-information, such as the IP address of the reviewer or the average rating of the product, rather than the actual content of the review Liu (2012).