I received a W-2 from my university when I was a graduate assistant, but my understanding is the position was a stipend and was not taxable income. Are stipends taxable?

No taxes were taken out and I did not have to report it for Unemployment, but  TurboTax seems to think it is taxable because I'm entering it as a W-2.