cascade model | BestHub

DataFunTalk

Jul 7, 2022 · Artificial Intelligence

Huawei Translation’s Achievements and Technical Solutions in IWSLT 2022 Speech Translation Tasks

This article reviews Huawei Translation’s top-ranking results in the IWSLT 2022 speech translation competition across speech‑to‑speech, offline speech‑to‑text, and length‑controlled translation tasks, and details their cascade and end‑to‑end technical approaches, including domain‑controlled ASR, context‑aware MT re‑ranking, and VITS‑based TTS.

ASRHuaweiIWSLT

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Huawei Translation’s Achievements and Technical Solutions in IWSLT 2022 Speech Translation Tasks

DataFunSummit

Nov 18, 2021 · Artificial Intelligence

Enterprise Applications and Research of Speech Translation

This article reviews recent advances in speech translation, discusses ByteDance's practical deployments, compares cascade and end‑to‑end modeling approaches, introduces improved encoder‑decoder architectures and training strategies, and reports state‑of‑the‑art results on the IWSLT 2021 benchmark.

AIByteDancecascade model

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Enterprise Applications and Research of Speech Translation

iQIYI Technical Product Team

Feb 26, 2021 · Artificial Intelligence

Optimization of Coarse Ranking Models for Short‑Video Recommendation at iQIYI

iQIYI’s short‑video recommendation team replaced a GBDT coarse‑ranking model with a lightweight dual‑tower DNN, applied knowledge distillation, sparse‑aware embedding optimization, and inference merging, then introduced a cascade MMOE architecture, achieving comparable accuracy with half the memory, ~19 ms latency reduction, and measurable gains in watch time, CTR and engagement.

Online Inferencecascade modelcoarse ranking

0 likes · 15 min read

Optimization of Coarse Ranking Models for Short‑Video Recommendation at iQIYI