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multi-task training

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Xianyu Technology
Xianyu Technology
Feb 22, 2023 · Artificial Intelligence

Integrating Retrieval and Generation Tasks for Deep Semantic Matching in Xianyu Search

The paper introduces SimBert, a later‑fusion model that jointly trains a dual‑tower retrieval component and an auxiliary generation task on the item tower, using a two‑stage pre‑training and fine‑tuning pipeline, which yields a 3.6% relevance boost and reduces bad‑case rates in Xianyu search.

BERTDeep Learningmulti-task training
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Integrating Retrieval and Generation Tasks for Deep Semantic Matching in Xianyu Search