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Nguyen Van Anh Tuan

tuanio
TienAnh's profile picture shtefcs's profile picture binwang's profile picture
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https://tuanio.github.io/

AI & ML interests

Natural Language Processing and Speech Processing

Recent Activity

reacted to sanchit-gandhi's post with ā¤ļø about 1 month ago
Why does returning timestamps help Whisper reduce hallucinations? šŸ§ Empirically, most practitioners have found that setting `return_timestamps=True` helps reduce hallucinations, particularly when doing long-form evaluation with Transformersā€™ ā€œchunkedā€ algorithm. But why does this work?.. My interpretation is that forcing the model to predict timestamps is contradictory to hallucinations. Suppose you have the transcription: ```markdown The cat sat on the on the on the mat. ``` Where we have a repeated hallucination for ā€œon theā€. If we ask the model to predict timestamps, then the ā€œon theā€ has to contribute to the overall segment-level timing, e.g.: ```markdown <|0.00|> The cat sat on the on the on the mat.<|5.02|> ``` However, itā€™s impossible to fit 3 copies of ā€œon theā€ within the time allocation given to the segment, so the probability for this hallucinatory sequence becomes lower, and the model actually predicts the correct transcription with highest probability: ```markdown <|0.00|> The cat sat on the mat.<|5.02|> ``` In this sense, the end timestamp is of the opposite of the initial timestamp constraint they describe in Section 4.5 of the paper https://huggingface.co/papers/2212.04356 ā†’ it helps the model remove extra words at the end of the sequence (rather than the initial timestamp which helps when the model ignores words at the start), but the overall principle is the same (using timestamps to improve the probability of more realistic sequences). Leaving it open to you: why do you think timestamps reduces Whisper hallucinations?
liked a dataset about 1 month ago
chuuhtetnaing/myanmar-speech-dataset-openslr-80
liked a model about 2 months ago
pyannote/speaker-diarization-community-1
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Organizations

DopikAI JSC's profile picture Data Science Lab, IUH's profile picture