In recent years, studies carried out on cognitive linguistics along with psychiatric and neuro-scientific expressions are intended to understand the structure of the human mind. The human mind has a structure that deliberatively keeps the experiences, the learnt and their relations with the past. Language is a natural means that plays a basic role in forming and understanding these mental functions. In other words; transferring experiences, ideas, etc. among people is provided by language. The semantic analysis of the language is carried out by reality models. These reality models are the ontologies that try to understand the nature of existence. As ontologies contain knowledge in a large format, they imply the failures in the usage areas. These ontologies are necessary to be formed in computer platforms by a mathematical structure. Thus, concept analysis models can be created formed by thematic roles pursuant to Formal Concept Analysis Theory. These models, having been created, are each a lattice diagram. Besides, computerized implementation of these lattice-based models directly eliminate the ambiguity intended to which object the pronouns in Turkish language represent by contributing semantic analysis in Turkish language. Thereby, elimination of difficulties that might occur during machine translation systems may be seen.