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AsiaInfo Technology: New Tech Exploration
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AsiaInfo Technology: New Tech Exploration

AsiaInfo's cutting‑edge ICT viewpoints and industry insights, featuring its latest technology and product case studies.

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Latest from AsiaInfo Technology: New Tech Exploration

96 recent articles
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Dec 2, 2025 · Artificial Intelligence

How LLMs Can Revolutionize Test Case Generation: Methods, Benefits, and Challenges

This article examines the shortcomings of manual test case creation, explains how large language models (LLMs) can dramatically improve efficiency, coverage, consistency, and knowledge sharing in software testing, outlines the key capabilities required, and presents a detailed end‑to‑end solution with practical steps, evaluation metrics, and future outlook.

AI automationLLMRAG
0 likes · 20 min read
How LLMs Can Revolutionize Test Case Generation: Methods, Benefits, and Challenges
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Nov 28, 2025 · Artificial Intelligence

Boosting 5G Complaint Intent Detection with Large-Model-Enhanced Few-Shot Learning

This paper presents a collaborative framework where a large language model generates high‑quality synthetic samples to augment a lightweight model, dramatically improving few‑shot user‑complaint intent recognition in 5G networks, achieving a 21% boost for rare categories and a 9% overall accuracy gain.

Data AugmentationFew-Shot LearningKnowledge Distillation
0 likes · 27 min read
Boosting 5G Complaint Intent Detection with Large-Model-Enhanced Few-Shot Learning
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Nov 10, 2025 · Industry Insights

How a Generative AI‑Powered Normative Analysis Framework Boosted Decision Efficiency 20× in a Conversational BI Product

This case study examines a normative analysis framework that combines operations research, statistical learning, and large language models to automate end‑to‑end decision making in a ChatBI product, demonstrating up to 20‑fold efficiency gains, cost reductions, and enhanced interpretability across structured optimization and semi‑structured pricing scenarios.

ChatBIOptimizationdecision intelligence
0 likes · 20 min read
How a Generative AI‑Powered Normative Analysis Framework Boosted Decision Efficiency 20× in a Conversational BI Product
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Nov 4, 2025 · Artificial Intelligence

How Multimodal Large Models Are Revolutionizing Video Analysis

This article examines the evolution from single‑frame video analysis to multimodal large models, detailing their architecture, optimization techniques, experimental validation on edge devices, and practical scenarios, while highlighting current limitations and future directions for AI‑driven video understanding.

AIComputer VisionLarge Models
0 likes · 20 min read
How Multimodal Large Models Are Revolutionizing Video Analysis
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Oct 17, 2025 · Industry Insights

How Semantic Governance Fuels AI-Ready Data Management: A Practical Roadmap

This article outlines a comprehensive, three‑stage implementation framework for semantic governance, details the essential supporting technologies, proposes new organizational roles and collaborative mechanisms, and explores future trends such as agent integration and LLM‑driven ontology evolution to empower AI‑centric enterprise data strategies.

AIKnowledge GraphSemantic Governance
0 likes · 26 min read
How Semantic Governance Fuels AI-Ready Data Management: A Practical Roadmap
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Oct 10, 2025 · Artificial Intelligence

How Ontologies Boost Large Language Models: A Comprehensive Review

This review examines how formal knowledge representations (ontologies) can be integrated with large language models to enhance reasoning, reduce hallucinations, and improve factual reliability, outlining three roles—information provider, reasoner, validator—while analyzing recent frameworks, open‑source projects, and future research challenges.

AIKnowledge IntegrationOntology
0 likes · 29 min read
How Ontologies Boost Large Language Models: A Comprehensive Review
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Sep 16, 2025 · Industry Insights

Can Ontology Bridge the Gap Between Large Language Models and Executable Code?

This article analyzes how combining ontology with large language models can create a new intelligent application development paradigm that unites semantic understanding and executable behavior, proposing a three‑layer architecture, a Model Control Protocol, and real‑world case studies to illustrate its potential and challenges.

AI integrationSoftware Architectureknowledge representation
0 likes · 22 min read
Can Ontology Bridge the Gap Between Large Language Models and Executable Code?
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Sep 11, 2025 · Artificial Intelligence

How AST Boosts LLM‑Powered Code Question Answering: Theory, Practice, and Future Directions

This article explores how abstract syntax trees (AST) can enrich large language model (LLM) based code question‑answering by providing precise structural context, detailing LLM strengths and limits, describing AST‑LLM collaboration, RAG integration, cutting‑edge models, practical tooling, challenges, standardisation efforts, and future research avenues.

ASTLLMRAG
0 likes · 30 min read
How AST Boosts LLM‑Powered Code Question Answering: Theory, Practice, and Future Directions
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Sep 8, 2025 · Artificial Intelligence

Unlocking Precise Code Q&A: How ASTs Power AI-Driven Development

With software systems growing ever more complex, traditional text‑based code search falls short; this article explains how abstract syntax trees (AST) provide deeper structural understanding, improve query precision, enable advanced features like control‑flow analysis and knowledge‑graph construction, and outlines a full architecture for building AI‑enhanced code question‑answering systems.

ASTLLMcode question answering
0 likes · 33 min read
Unlocking Precise Code Q&A: How ASTs Power AI-Driven Development