CrisperWhisper extends OpenAI’s Whisper to produce exact transcriptions of spoken audio, including disfluencies, fillers like um and uh, pauses, and false starts. It achieves improved word-level timestamp accuracy through an adjusted tokenizer and custom attention loss during training. The model was trained to minimize hallucinations and achieved 1st place on the OpenASR Leaderboard.