Yes, this is overfitting caused by dataset bias. People don't ever say "What weighs more, a pound of feathers or two pounds of feathers?" So it just ignores the

Yes, this is overfitting caused by dataset bias. People don't ever say "What weighs more, a pound of feathers or two pounds of feathers?" So it just ignores the numbers.