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Q n A with Dr Ananth Sankar

Talkat ODSC India 2018 · 2018-08-31..09-01· [large-language-models, machine-learning]
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2005 single-author Nuance paper demonstrates system combination that measurably improves recognition accuracy; recent deep learning work drives word error rates down and Microsoft Research claims near-human WER by using a dialogue-level language model that conditions on entire conversations. Remaining challenges are making models real-time and streaming and handling noisy, multi‑speaker meeting transcription for true human-to-human speech recognition. Advice: master the underlying ML math and transfer it across applications; domain knowledge is learned on the job.

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