In level flight.... Your trying to use a blanket statement for all conditions and this is incorrect.
The lower the aspect ratio of a wing the higher the angle of attack the wing stalls at.
You just replaced one blanket statement with another.
High aspect ratio lower the inefficiency caused by wingtip turbulence. These turbulence increase with angle of attack, so a rough statement that high aspect ratio lowers induced drag is justified. Also, the effect will be felt in low speeds and turns where angle of attack is higher than in level high speed flight. Planes that want to fly high use high aspect ratios because the IAS (as opposed to TAS), which is what matters for aerodynamics is quite low and close to the stall speed.
Also, the effects aspect ratio are a bit hard to compare because you cannot keep all the other variables constant. If you keep the area constant it means shorter cord. To then keep the cross section proportional, the wing must be thinner. Then due to the overall down-scaling of the profile you also need to increase the speed to keep the Reynolds number constant - but then the total parasitic drag on a constant area wing will increase...
I think broad statements are justified in this case.