Conceptual structures like conceptual graphs and concept lattices are formal representations of knowledge, e.g. structure or information content. In this paper, it is argued that, based on Peirce’s semeiotic theory of signs and linguistic knowledge about syntactic clusters, conceptual structures can be derived in natural language automatically. This is incorporated in a novel model of language called Natural Language Concept Analysis (NLCA). ©1999 American Institute of Physics.