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its_down_again 3 days ago

From my experience, ASR-to-NER pipelines don't perform adequately out of the box. Even though SOTA ASR systems claim 85% word accuracy, the distribution of errors is worth looking into. Errors around critical entities like credit card numbers or addresses are particularly prone, and even a small mistake renders the result useless.

These ASR errors cascade into the NER step, further degrading recall and precision. Combining ASR and NER into a joint model or integrated approach can reduce these issues in theory, it's just more complex to implement and less commonly used.