Where? You should point this out so the author can correct it - I couldn't find a point where f-hat was described as multi-linear, which would certainly be a mistake.* It looked to me that f-hat was correctly described as a linear map throughout the article.

*Yes, technically a linear map is a multilinear map with rank-1.