Tag

entity linking

1 views collected around this technical thread.

DataFunSummit
DataFunSummit
Aug 16, 2023 · Artificial Intelligence

Kuaipedia: Building a Short‑Video Encyclopedia with Multimodal Knowledge Extraction

This article introduces Kuaipedia, Kuaishou's multimodal short‑video encyclopedia, detailing its background, system architecture, knowledge‑video recognition pipeline, multimodal entity linking techniques, and downstream applications, while also providing implementation insights and a brief Q&A.

Kuaipediaentity linkingknowledge extraction
0 likes · 12 min read
Kuaipedia: Building a Short‑Video Encyclopedia with Multimodal Knowledge Extraction
DataFunTalk
DataFunTalk
Jul 20, 2022 · Artificial Intelligence

AliMe MKG: Building and Applying a Multimodal Knowledge Graph for Live E‑commerce

This report details the design, construction, and deployment of AliMe MKG, a multimodal knowledge graph that powers digital‑human anchors and smart assistants in live‑stream e‑commerce by integrating triple‑level, sentence‑level, and visual knowledge through advanced AI techniques such as image‑text matching, video grounding, multimodal NER, and entity linking.

AIe-commerce live streamingentity linking
0 likes · 17 min read
AliMe MKG: Building and Applying a Multimodal Knowledge Graph for Live E‑commerce
Ctrip Technology
Ctrip Technology
Jun 16, 2022 · Artificial Intelligence

Entity Linking System for Travel Knowledge Graph at Ctrip AI R&D

The article presents Ctrip's travel AI team's end‑to‑end entity linking solution built on a large‑scale tourism knowledge graph, detailing its background, technical architecture, core modules—including mention detection, candidate generation, and disambiguation using BERT and prefix‑tree techniques—and real‑world applications such as search, intelligent客服, and POI data maintenance.

BERTNLPentity linking
0 likes · 18 min read
Entity Linking System for Travel Knowledge Graph at Ctrip AI R&D
DataFunTalk
DataFunTalk
Mar 16, 2022 · Artificial Intelligence

A Survey of Entity Linking: Definitions, Methods, and Applications

This article provides a comprehensive overview of entity linking, detailing its definition, the two-stage pipeline of entity recognition and disambiguation, common methodologies such as candidate generation and ranking, advanced approaches, challenges like unlinkable mentions, and various applications in knowledge graphs, text mining, and question answering.

Deep LearningNatural Language Processingentity linking
0 likes · 15 min read
A Survey of Entity Linking: Definitions, Methods, and Applications
DataFunSummit
DataFunSummit
Nov 27, 2021 · Artificial Intelligence

Knowledge Graph Construction, Applications, and Recent Advances in Entity Linking

This article reviews the fundamentals of knowledge graphs, their practical uses in question answering, search and recommendation, and surveys recent research on entity linking—including dual‑encoder retrieval, BERT‑based models, multilingual approaches, and zero‑shot methods—while also outlining modern knowledge‑graph construction pipelines and open challenges.

Information ExtractionNatural Language Processingentity linking
0 likes · 21 min read
Knowledge Graph Construction, Applications, and Recent Advances in Entity Linking
DataFunTalk
DataFunTalk
Nov 14, 2021 · Artificial Intelligence

Knowledge Graph Construction and Entity Linking: Techniques, Applications, and Recent Advances

This article provides a comprehensive overview of knowledge graphs and entity linking, covering their definitions, practical uses in question answering, search and recommendation, the standard pipeline of mention detection, candidate generation and scoring, challenges such as scalability and multilinguality, and recent research advances including dual‑encoder, RELIC, deep retrieval, and multilingual BERT‑based models, followed by a discussion of modern knowledge‑graph construction methods.

AINatural Language Processingentity linking
0 likes · 21 min read
Knowledge Graph Construction and Entity Linking: Techniques, Applications, and Recent Advances
DataFunSummit
DataFunSummit
Sep 14, 2021 · Artificial Intelligence

Knowledge Representation Learning for Knowledge Graphs: Business Overview, Algorithms, and Applications

This article presents an overview of Xiaomi's knowledge graph platform, introduces text‑augmented knowledge representation learning methods such as Jointly and DKRL, and details their practical applications in entity linking, entity recommendation, and knowledge graph completion within AI‑driven services.

Artificial Intelligenceentity linkingentity recommendation
0 likes · 20 min read
Knowledge Representation Learning for Knowledge Graphs: Business Overview, Algorithms, and Applications
DataFunTalk
DataFunTalk
Jun 30, 2021 · Artificial Intelligence

Knowledge Representation Learning for Xiaomi Knowledge Graph: Algorithms and Applications

This article introduces Xiaomi's knowledge graph architecture, presents text‑graph joint representation learning methods, and demonstrates their practical use in entity linking, entity recommendation, and knowledge completion, highlighting model designs, feature engineering, and experimental results.

AIentity linkingentity recommendation
0 likes · 16 min read
Knowledge Representation Learning for Xiaomi Knowledge Graph: Algorithms and Applications
DataFunSummit
DataFunSummit
Mar 30, 2021 · Artificial Intelligence

Chinese Short‑Text Entity Linking: Model Design, Multitask Learning, and Experimental Results on the Qianyan Dataset

This article presents a comprehensive approach to Chinese short‑text entity linking, describing the Qianyan dataset, pipeline and end‑to‑end task formulations, sample construction, a multitask model that jointly performs entity ranking and NIL classification, various optimization techniques including confidence learning and adversarial training, and detailed experimental analysis showing state‑of‑the‑art performance.

Chinese NLPadversarial trainingconfidence learning
0 likes · 13 min read
Chinese Short‑Text Entity Linking: Model Design, Multitask Learning, and Experimental Results on the Qianyan Dataset
DataFunTalk
DataFunTalk
Nov 14, 2020 · Artificial Intelligence

Xiaomi Knowledge Graph: Architecture, Key Technologies, and Business Applications

The article presents an in‑depth overview of Xiaomi's knowledge graph, describing its evolution, core technologies such as entity linking, knowledge fusion and concept mining, and illustrating how it powers diverse AI‑driven services like smart Q&A, virtual assistants, e‑commerce and financial applications.

AI applicationsXiaomientity linking
0 likes · 22 min read
Xiaomi Knowledge Graph: Architecture, Key Technologies, and Business Applications
TAL Education Technology
TAL Education Technology
Jul 23, 2020 · Artificial Intelligence

Comprehensive Overview of Knowledge Graphs: Construction, Storage, and Applications in Recommendation Systems

This article provides a detailed introduction to knowledge graphs, covering their definition, why they are needed, the four basic triple types, construction pipelines (including data sources, crowdsourced vs automated methods, and schema versus data layers), storage and query techniques using graph and relational databases, and their practical applications such as enhancing precision, diversity, and explainability in recommendation systems through models like DKN, RippleNet, and graph neural networks.

AIentity linkinggraph database
0 likes · 15 min read
Comprehensive Overview of Knowledge Graphs: Construction, Storage, and Applications in Recommendation Systems