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Semantic Understanding

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Instant Consumer Technology Team
Instant Consumer Technology Team
Jun 5, 2025 · Artificial Intelligence

How DeepSeek AI Transforms Government Search with Smarter, Faster Answers

This article explains how DeepSeek's large‑model‑driven search system overcomes traditional keyword‑matching limits, improves long‑tail query coverage, and delivers personalized, accurate government service results through intent parsing, knowledge‑graph retrieval, and generative optimization.

Government ServicesRetrieval-Augmented GenerationSemantic Understanding
0 likes · 9 min read
How DeepSeek AI Transforms Government Search with Smarter, Faster Answers
DataFunTalk
DataFunTalk
Dec 4, 2021 · Artificial Intelligence

Knowledge‑Enhanced Graph Semantic Understanding and the ERNIESage Framework

This article introduces knowledge‑enhanced graph semantic understanding techniques, detailing the ERNIE pre‑training models, GraphSAGE, and the ERNIESage family of node, edge, and multi‑neighbor architectures, and demonstrates their explicit and implicit knowledge integration in industrial search, recommendation, and map‑POI applications.

ERNIEGraph Neural NetworksSemantic Understanding
0 likes · 14 min read
Knowledge‑Enhanced Graph Semantic Understanding and the ERNIESage Framework
Tencent Cloud Developer
Tencent Cloud Developer
Jul 17, 2019 · Artificial Intelligence

Design and Implementation of a Multi‑Turn Conversational Chatbot

The article outlines the design and implementation of a multi‑turn conversational chatbot, detailing how natural‑language understanding converts user utterances into structured representations, a CNN‑LSTM language model classifies topics, intents, and sentiments, and an XML‑based answer engine orchestrates tasks and services for real‑world deployment.

AIChatbotMulti-turn Dialogue
0 likes · 9 min read
Design and Implementation of a Multi‑Turn Conversational Chatbot