Abstract: We discuss currently open issues in the discovery and representation of knowledge patterns in computational processing of meaning, in order to improve interoperability and cognitive validity of web-based semantics. We present the current state of knowledge patterns (KP) in Knowledge Representation, the Semantic Web and Cognitive Sciences, focusing on an intensional abstraction of heterogeneous predicates as a formal foundation for KP.