Hi! Check out the forum search and you will find similar topics and solution suggestions like this ‘How to avoid Hallucinations in Whisper transcriptions? - #18 by Jazz’ and this ‘Whisper hallucination - how to recognize and solve? - #17 by nikola1jankovic’.
Try those and others you find first, you are likely to make at least some good progress.