In the context of recovering the term structure using indirect methods the term "parsimonious" means
It is less expensive and therefore preferred by some traders on a tight budget
It does not involve many parameters and therefore induces robustness and stability
Is is very precise and flexible because it has many parameters
The model parses the data and produces an accurate description of the term structure.