Answer For: Do you qualify for unemployment benefits if you were working continually in a foreign country for an international organization for the last seven years?
I would think the answer is dependent on whether the international organization is an American based business and if unemployment taxes were paid into an actual state unemployment tax account.
Possibly, the USDOL Chartbook on coverage will answer your question about whether you should be eligible to qualify or not.
The information there defines what type of employment is covered under unemployment laws and which is not.