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knowledge encoder

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DataFunSummit
DataFunSummit
Nov 3, 2021 · Artificial Intelligence

Innovations and Practices of Entity Extraction in Tmall Genie Voice Assistant

The article presents Tmall Genie’s end‑to‑end speech‑semantic understanding pipeline, detailing the limitations of traditional ASR‑NLU‑IR pipelines, introducing the Speech2Slot model with knowledge‑enhanced encoders, and describing unsupervised phoneme‑based pre‑training (Phoneme‑BERT) that improves entity extraction performance in voice‑driven content playback.

Phoneme-BERTTmall Genieend-to-end model
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Innovations and Practices of Entity Extraction in Tmall Genie Voice Assistant