I did this when training for my first marathon - in the last 2 months I quit sugars completely, and it's totally anecdotal but my endurance improved significantly. Case in point: my training partner was a friend who had run cross country for 10 years beginning in high school. He was also faster than me for the entire year of training, up to the very last month when I finished the marathon 20 minutes(!) ahead of him.
