The article explores different types of distributions that come from exponential families when only some information is available. They show that a specific method can consistently and efficiently estimate parameters in these cases. The researchers also demonstrate that even in non-standard situations, it is possible to find reliable estimates. Additionally, they discuss how to conduct tests using these estimates in large samples.