The barking dog turns out to be a Beagle but the bark heard is clearly not the bark of a Beagle.
When claiming that Charlie Brown was based on him, Arthur tells Doug that he was bald until he was 12. However, future episodes with flashbacks show that Arthur was not a bald child.