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DataFunTalk

May 17, 2020 · Artificial Intelligence

Improving Text Representation and Clustering for Small‑Sample Scenarios in 58 Second‑Hand Car Intelligent Customer Service

This article presents a study on enhancing text representation and clustering in a small‑sample setting for 58's second‑hand car intelligent customer service by introducing a Bi‑LSTM based pre‑training language model and an improved Deep Embedded Clustering (DEC) algorithm, demonstrating significant gains in accuracy, silhouette score, and answer‑rate through extensive experiments.

AIBi-LSTMDEC

0 likes · 16 min read

Improving Text Representation and Clustering for Small‑Sample Scenarios in 58 Second‑Hand Car Intelligent Customer Service

58 Tech

May 15, 2020 · Artificial Intelligence

Improving Text Representation and Clustering for Small‑Sample Scenarios in 58.com Used‑Car Customer Service with a Bi‑LSTM Pre‑trained Language Model and Deep Clustering

This article presents a study on enhancing text representation and clustering purity in the small‑sample 58.com used‑car customer‑service scenario by introducing a Bi‑LSTM based pre‑trained language model and an improved Deep Embedded Clustering (DEC) algorithm, demonstrating significant gains in accuracy, silhouette score, and answer‑rate.

Bi-LSTMDECcustomer service

0 likes · 16 min read

Improving Text Representation and Clustering for Small‑Sample Scenarios in 58.com Used‑Car Customer Service with a Bi‑LSTM Pre‑trained Language Model and Deep Clustering

Sohu Tech Products

Apr 11, 2019 · Artificial Intelligence

Media Domain Named Entity Recognition: Techniques, Evolution, and Sohu’s Practical Implementation

This article reviews the challenges of media‑domain named entity recognition, outlines the evolution from rule‑based methods through traditional machine‑learning and deep‑learning models to attention‑based Transformers, and details Sohu’s practical Bi‑LSTM‑CRF system with data‑annotation strategies and performance results.

Bi-LSTMCRFDeep Learning

0 likes · 12 min read

Media Domain Named Entity Recognition: Techniques, Evolution, and Sohu’s Practical Implementation