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Pretrained Dialogue Model

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DataFunTalk
DataFunTalk
Oct 30, 2022 · Artificial Intelligence

SPACE and Proton: Semi‑Supervised Knowledge Injection and Probing‑Tuning for Pretrained Conversational AI Models

This article reviews Alibaba DAMO‑ConvAI’s work on large‑scale conversational AI, comparing pretrained language and dialogue models, introducing the SPACE semi‑supervised knowledge‑injection framework and the Proton probing‑tuning method for extracting and applying model knowledge to downstream tasks.

Knowledge InjectionPretrained Dialogue ModelProbing Tuning
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SPACE and Proton: Semi‑Supervised Knowledge Injection and Probing‑Tuning for Pretrained Conversational AI Models