product title generation — 2 Technical Articles

Dec 26, 2018 · Artificial Intelligence

Can AI Generate Perfect Short Product Titles? A Multi-Source Pointer Network Approach

This article investigates the challenge of generating concise e‑commerce product short titles by formalizing it as a constrained text‑summarization task, proposes a Multi‑Source Pointer Network that leverages both title and background knowledge encoders, and demonstrates its superiority through extensive offline and online experiments.

e-commerceextractive summarizationpointer network

0 likes · 17 min read

Can AI Generate Perfect Short Product Titles? A Multi-Source Pointer Network Approach

Alibaba Cloud Developer

Nov 30, 2018 · Artificial Intelligence

How Multi‑Source Pointer Networks Transform E‑Commerce Product Title Generation

This article presents a multi‑source pointer network approach for generating concise, brand‑preserving product short titles in e‑commerce, detailing problem formalization, model architecture, extensive offline and online experiments, and demonstrating significant improvements over traditional truncation and seq2seq baselines.

deep learninge-commercepointer network

0 likes · 16 min read

How Multi‑Source Pointer Networks Transform E‑Commerce Product Title Generation