domain knowledge

DataFunSummit

Jun 6, 2025 · Artificial Intelligence

Automating High‑Quality NL2SQL Data Synthesis with Intermediate Representations

This work tackles the difficulty of incorporating extensive domain knowledge into in‑domain NL2SQL tasks by proposing an intermediate‑representation‑based data synthesis method that decouples knowledge compliance from SQL generation, enabling automated creation of high‑quality training data with 60× human efficiency and over 97% accuracy.

NL2SQLSQL generationdata synthesis

0 likes · 2 min read

Automating High‑Quality NL2SQL Data Synthesis with Intermediate Representations

Model Perspective

Jan 3, 2025 · Fundamentals

Why Domain Knowledge, Methodology, and Math Language Are Key to Good Models

The article explains how mathematical models bridge science and reality, emphasizing that effective models require a blend of domain expertise, solid methodology, and clear mathematical language, while warning against over‑reliance on black‑box AI and unnecessary complexity.

AI transparencydomain knowledgemathematical modeling

0 likes · 9 min read

Why Domain Knowledge, Methodology, and Math Language Are Key to Good Models

DataFunTalk

Jan 30, 2023 · Artificial Intelligence

Domain Knowledge Enhanced Pretrained Language Model for Medicinal Product Vertical Search

This article presents a domain‑knowledge‑enhanced pretrained language model that combines ELECTRA‑based token‑level masking with a novel product‑attribute prediction (PAP) task to improve query understanding, intent classification, and relevance matching in vertical drug e‑commerce search, and validates its effectiveness through extensive experiments on public and proprietary datasets.

ELECTRAdomain knowledgemedical NLP

0 likes · 13 min read

Domain Knowledge Enhanced Pretrained Language Model for Medicinal Product Vertical Search

Architecture Digest

Sep 2, 2022 · Fundamentals

What It Takes to Become a Software Architect

The article explores the definition, responsibilities, essential skills, and career path of a software architect, emphasizing the need for broad technical knowledge, domain expertise, communication abilities, leadership, and continuous learning to bridge business goals and software systems in modern agile environments.

Agilecareer developmentdomain knowledge

0 likes · 11 min read

What It Takes to Become a Software Architect

Qunar Tech Salon

Mar 12, 2015 · Fundamentals

Programming Skill Levels and Domain Knowledge Hierarchy

The article outlines a two‑dimensional model of programmer development, describing progressive stages of coding skill—from non‑programmer to language expert—and parallel levels of domain knowledge, while discussing paradigms, design patterns, architecture, and practical advice for advancing in software engineering.

ProgrammingSoftware Engineeringdesign patterns

0 likes · 26 min read

Programming Skill Levels and Domain Knowledge Hierarchy