Exploring Automatic Advertising Copy Generation: Techniques, Practices, and Future Directions

The article surveys automatic advertising copy generation, detailing why optimization is needed, the fundamentals of neural text generation with Seq2Seq and attention, extractive versus abstractive approaches, modern embeddings and MASS pre‑training, practical data and evaluation methods, and future enhancements such as multi‑stage attention, knowledge integration, and large pre‑trained models.

AIAdvertisingMASS

0 likes · 21 min read

Exploring Automatic Advertising Copy Generation: Techniques, Practices, and Future Directions

DataFunTalk

Dec 8, 2021 · Artificial Intelligence

NLG Solutions for E‑Commerce: DAMO Academy’s XGeneration, Word2Text, KG2Text, and Metaphor Generation

This talk presents DAMO Academy’s end‑to‑end NLG pipeline for e‑commerce, detailing the XGeneration content‑reproduction system, controllable short‑text generation models (PKM and PSCN), knowledge‑graph‑to‑text generation, metaphor generation, and their extensions to short‑video script creation and intelligent video editing, together with performance results and practical applications.

Metaphor GenerationNLGText Generation

0 likes · 12 min read

NLG Solutions for E‑Commerce: DAMO Academy’s XGeneration, Word2Text, KG2Text, and Metaphor Generation

DataFunSummit

Dec 7, 2021 · Artificial Intelligence

NLG Solutions for E‑commerce: DAMO Academy’s XGeneration, Word2Text, KG2Text, and Metaphor Generation

This talk presents DAMO Academy’s end‑to‑end NLG pipeline for e‑commerce, covering the XGeneration content‑reproduction system, controllable short‑text generation models (PKM, PSCN), KG‑to‑text conversion, metaphor generation, and new‑media extensions such as short‑video script creation and intelligent video editing, together with experimental results and practical applications.

AIDAMO AcademyKnowledge Graph

0 likes · 11 min read

Alibaba Cloud Developer

Aug 22, 2018 · Artificial Intelligence

How Smart Copy Generation Boosts 1688 B2B Sales: From Seq2Seq to Coverage Attention

This article analyzes the challenges of generating product copy for the 1688 B2B platform, proposes enhancements to attention‑based Seq2Seq and Pointer‑Generator models—including TextCNN classification, convolutional inputs, coverage attention, and beam‑search constraints—and demonstrates significant gains in accuracy, diversity, and reduced repetition through extensive experiments.

AICopy GenerationCoverage Attention

0 likes · 17 min read

How Smart Copy Generation Boosts 1688 B2B Sales: From Seq2Seq to Coverage Attention