11. An apparatus, comprising: at least one processor; and a memory storing instructions that when executed by the at least one processor cause the apparatus to: generate a generic NLU interpretation selection model that is not specialized for a specific set of NLU interpretations type; generate a first specialized NLU interpretation selection model specific to a first set of NLU interpretations type; generate a second specialized NLU interpretation selection model, the second specialized NLU interpretation selection model being specific to a second set of NLU interpretations type, the second set of NLU interpretations type being different from the first set of NLU interpretations type; receive natural language input data comprising: a first data portion comprising sets of NLU interpretations types corresponding to the first set of NLU interpretations type, a second data portion comprising sets of NLU interpretations types corresponding to the second set of NLU interpretations type, and a third data portion; parse the natural language input data to identify the first data portion and the second data portion; identify a remainder of the natural language input data as the third data portion; process the first data portion using the first specialized NLU interpretation selection model; process the second data portion using the second specialized NLU interpretation selection model; and process the third data portion using the generic NLU interpretation selection model.
11. An apparatus, comprising: at least one processor; and a memory storing instructions that when executed by the at least one processor cause the apparatus to: generate a generic NLU interpretation selection model that is not specialized for a specific set of NLU interpretations type; generate a first specialized NLU interpretation selection model specific to a first set of NLU interpretations type; generate a second specialized NLU interpretation selection model, the second specialized NLU interpretation selection model being specific to a second set of NLU interpretations type, the second set of NLU interpretations type being different from the first set of NLU interpretations type; receive natural language input data comprising: a first data portion comprising sets of NLU interpretations types corresponding to the first set of NLU interpretations type, a second data portion comprising sets of NLU interpretations types corresponding to the second set of NLU interpretations type, and a third data portion; parse the natural language input data to identify the first data portion and the second data portion; identify a remainder of the natural language input data as the third data portion; process the first data portion using the first specialized NLU interpretation selection model; process the second data portion using the second specialized NLU interpretation selection model; and process the third data portion using the generic NLU interpretation selection model. 15. The apparatus of claim 11 , wherein the instructions, when executed by the at least one processor, cause the apparatus to: parse the natural language input data comprising data corresponding to the first set of NLU interpretations type to identify the data corresponding to the first set of NLU interpretations type; parse the natural language input data comprising data corresponding to the second set of NLU interpretations type to identify the data corresponding to the second set of NLU interpretations type; responsive to identifying the data corresponding to the first set of NLU interpretations type, identify the first specialized NLU interpretation selection model for utilization, by the at least one processor, to process the natural language input data comprising the data corresponding to the first set of NLU interpretations type; and responsive to identifying the data corresponding to the second set of NLU interpretations type, identify the second specialized NLU interpretation selection model for utilization, by the at least one processor, to process the natural language input data comprising the data corresponding to the second set of NLU interpretations type.