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DataFunTalk
DataFunTalk
May 18, 2023 · Artificial Intelligence

Query Intent Recognition in Enterprise Search: Knowledge‑Enhanced and Pretrained Model Approaches

This article explains how Alibaba's enterprise search system tackles query intent recognition by combining knowledge‑enhanced techniques, short‑text classification, and pretrained language models such as StructBERT and prompt‑learning, and it shares two real‑world case studies, experimental results, and future research directions.

NLPenterprise searchknowledge enhancement
0 likes · 19 min read
Query Intent Recognition in Enterprise Search: Knowledge‑Enhanced and Pretrained Model Approaches
DataFunTalk
DataFunTalk
Nov 15, 2020 · Artificial Intelligence

Query Intent Recognition in Vertical Search: Challenges, Methods, and Case Studies

The article reviews the importance of query intent recognition in vertical search, outlines its definition, highlights practical challenges such as ambiguous input, multi‑intent queries, timeliness and cold‑start issues, and surveys common rule‑based, statistical, and machine‑learning solutions together with real‑world case studies.

Entity RecognitionNLUcategory classification
0 likes · 17 min read
Query Intent Recognition in Vertical Search: Challenges, Methods, and Case Studies