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Jul 20, 2022 · Artificial Intelligence

Explainable Recommendation: Background, Development History, Graph‑Based Structured Explanations, and Natural Language Generation

This article provides a comprehensive overview of explainable recommendation, covering its motivation, evolution, graph‑based structured explanation techniques, natural‑language generation methods, recent research advances, and open challenges such as fact‑checking, low‑resource scenarios, and evaluation metrics.

explainable recommendationnatural language generationrecommender systems

0 likes · 17 min read

Explainable Recommendation: Background, Development History, Graph‑Based Structured Explanations, and Natural Language Generation

DataFunTalk

Jun 11, 2022 · Artificial Intelligence

Explainable Recommendation: Background, Development, Graph‑Based Structured Explanations, and Natural Language Generation Advances

This article reviews the emerging field of explainable recommendation, covering its motivation, historical evolution from template‑based to knowledge‑graph and generative‑language approaches, recent advances in graph‑structured and natural‑language explanations, key research works, industrial applications, and open challenges such as fact‑checking, low‑resource settings, and evaluation methods.

AIKnowledge Graphexplainable recommendation

0 likes · 16 min read

Explainable Recommendation: Background, Development, Graph‑Based Structured Explanations, and Natural Language Generation Advances

Baidu Geek Talk

Dec 13, 2021 · Industry Insights

How AI Powers Scalable Content Generation for Franchise Platforms

The article analyzes the franchise recruitment industry's content challenges and presents a systematic AI-driven solution that combines traffic analysis, multi‑mode content generation, and rigorous data validation to automatically produce high‑quality, personalized copy at scale.

AI content generationdata validationfranchise industry

0 likes · 15 min read

How AI Powers Scalable Content Generation for Franchise Platforms

JD Retail Technology

Nov 16, 2021 · Artificial Intelligence

Automatic Product Copywriting for E-Commerce: The APCG System and Its AI Innovations

The APCG system, awarded the AAAI 2022 Innovation Application Prize, automatically generates e‑commerce product copy using a Transformer‑Pointer network and a pretrained sequence‑to‑sequence model, incorporates quality control, employs novel pretraining tasks, and has produced millions of descriptions that boost CTR, CVR, and GMV.

AITransformercopywriting

0 likes · 6 min read

Automatic Product Copywriting for E-Commerce: The APCG System and Its AI Innovations

Laiye Technology Team

Jun 8, 2021 · Artificial Intelligence

Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue Systems

This paper presents a hierarchical reinforcement learning approach that jointly trains dialogue policy and natural language generation modules for task-oriented dialogue systems, achieving state‑of‑the‑art performance on MultiWOZ 2.0 and 2.1 while preserving response fluency.

MultiWOZdialogue policyhierarchical RL

0 likes · 10 min read

Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue Systems

58 Tech

Mar 13, 2019 · Artificial Intelligence

Design and Implementation of the 58.com Intelligent Article Writing Robot

The article describes the design, workflow, and two‑stage model improvements of 58.com’s intelligent writing robot, which uses template matching, seq2seq with attention and BeamSearch, and slot‑replacement techniques to automatically generate titles and body content for real‑estate and used‑car promotions, achieving high publishing volume and readership.

AI writingBLEUBeamSearch

0 likes · 9 min read

Design and Implementation of the 58.com Intelligent Article Writing Robot

DataFunTalk

Feb 1, 2019 · Artificial Intelligence

Intelligent Writing: How AI Empowers Media Content Creation

This article explains how Baidu's Knowledge Graph team leverages artificial intelligence, natural language processing, and knowledge‑driven technologies to automate and assist media content creation, detailing the background, technical architecture, automatic and assisted writing workflows, challenges, and future prospects.

AIAutomationIntelligent Writing

0 likes · 13 min read

Intelligent Writing: How AI Empowers Media Content Creation

Alibaba Cloud Developer

Aug 29, 2018 · Artificial Intelligence

How Alibaba’s Tmall Genie Achieves Human‑AI Co‑Creation in Poetry

Alibaba’s AI Lab explains how its Tmall Genie poetry system combines deep‑learning models, beam‑search recommendations, and a unified evaluation network to let users collaboratively generate acrostic love poems, showcasing the potential of human‑AI co‑creation in natural language generation.

AI poetryAlibaba AI LabSequence-to-Sequence

0 likes · 7 min read

How Alibaba’s Tmall Genie Achieves Human‑AI Co‑Creation in Poetry

JD Retail Technology

Jul 18, 2018 · Artificial Intelligence

JD's AI-Driven Image Automation and Knowledge Graph Applications in E-commerce

JD.com describes its AI-powered image automation pipeline—including intelligent cutout, layout learning, and batch synthesis—along with a large-scale product knowledge graph that enables applications such as the JIMI customer service robot and the Li Bai writing assistant for global e-commerce.

AICustomer Service RobotKnowledge Graph

0 likes · 7 min read

JD's AI-Driven Image Automation and Knowledge Graph Applications in E-commerce

Alibaba Cloud Developer

Jan 24, 2018 · Artificial Intelligence

How Alibaba’s Intelligent Writer Boosted Double‑11 Clicks with AI‑Generated Content

This article details Alibaba's Intelligent Writer system, which leverages AI models like PairXNN and deep generation networks to automatically create short copy, benefit points, and rich visual lists for Taobao, achieving significant click‑through improvements during the 2017 Double‑11 shopping festival.

AIDeep Learninge‑commerce

0 likes · 20 min read

How Alibaba’s Intelligent Writer Boosted Double‑11 Clicks with AI‑Generated Content