According to Twin Galaxies, the official high score for the arcade version of Ms. Pac-Man belongs to Abdner Ashman, with 933,580 points. Or at least it did, before an artificial intelligence developed by Microsoft achieved the maximum possible score for the game, 999,990.
Source: Gizmodo – Microsoft’s AI Just Shattered the Ms. Pac-Man High Score