vertical domain

AntTech

Sep 12, 2024 · Artificial Intelligence

Knowledge‑Enhanced Large Model Service Framework (KAG): Integrating Knowledge Graphs with LLMs for Vertical Domain Applications

The KAG framework combines knowledge‑graph‑driven symbolic reasoning with large language model generation to improve accuracy, reduce hallucinations, and enable controllable, domain‑specific AI services such as government and medical Q&A, with open‑source support via OpenSPG and TuGraph‑DB.

AIframeworkknowledge graph

0 likes · 13 min read

Knowledge‑Enhanced Large Model Service Framework (KAG): Integrating Knowledge Graphs with LLMs for Vertical Domain Applications

DaTaobao Tech

Jul 19, 2024 · Artificial Intelligence

Practices and Techniques for Vertical Domain Large Language Models

Vertical domain large language models, fine‑tuned on specialized data, deliver higher expertise and task performance, but require continual knowledge updates and careful alignment; techniques such as BPO‑guided instruction tuning (+1.8% accuracy), Reflexion‑based Text2API (+4% API correctness), advanced RAG preprocessing, and SFT combined with ORPO (+5.2% gain) demonstrate notable improvements while underscoring remaining challenges and collaborative opportunities.

AILarge Language ModelsRAG

0 likes · 9 min read

Practices and Techniques for Vertical Domain Large Language Models

DataFunTalk

Jan 5, 2021 · Artificial Intelligence

OpenIE‑Based Knowledge Graph Construction for Vertical Domains

This article explores the challenges of enterprise knowledge management and presents vertical‑domain knowledge graph construction techniques based on OpenIE, covering data analysis, extraction methods, SPO modeling, both closed‑ and open‑domain approaches, and practical applications such as chatbots, search and intelligent QA.

AIInformation ExtractionOpenIE

0 likes · 12 min read

OpenIE‑Based Knowledge Graph Construction for Vertical Domains