Itinai.com a realistic user interface of a modern ai powered ba94bb85 c764 4faa 963c 3c93dfb87a10 1
Itinai.com a realistic user interface of a modern ai powered ba94bb85 c764 4faa 963c 3c93dfb87a10 1

This Survey Paper Presents a Comprehensive Review of LLM-based Text-to-SQL

This Survey Paper Presents a Comprehensive Review of LLM-based Text-to-SQL

Practical Solutions and Value of LLM-based Text-to-SQL

Challenges in Text-to-SQL

  • Handling ambiguity and complex structures in natural language questions
  • Dealing with complicated and diverse database schemas
  • Generating complex or uncommon SQL queries
  • Generalizing across different domains

Evolutionary Process

  • Transition from rule-based to deep learning-based methodologies
  • Advancements in deep learning techniques for SQL generation
  • Integration of pre-trained language models (PLMs) and large language models (LLMs) for improved efficiency and generalizability

Evaluation and Benchmarks in Text-to-SQL

  • Categorization of datasets based on release date and annotation process
  • Usage of knowledge-augmented and context-dependent datasets for SQL generation
  • Evaluation metrics based on content matching and execution

AI Solutions for Business Transformation

Key Steps for AI Implementation

  • Identifying automation opportunities in customer interactions
  • Defining measurable KPIs for AI initiatives
  • Selecting AI solutions tailored to business needs
  • Gradual implementation and expansion of AI usage

AI KPI Management

Contact us at hello@itinai.com for AI KPI management advice.

Continuous Insights into Leveraging AI

Explore AI solutions for sales processes and customer engagement at itinai.com.

List of Useful Links:

Itinai.com office ai background high tech quantum computing 0002ba7c e3d6 4fd7 abd6 cfe4e5f08aeb 0

Vladimir Dyachkov, Ph.D
Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

Unleash Your Creative Potential with AI Agents

Competitors are already using AI Agents

Business Problems We Solve

  • Automation of internal processes.
  • Optimizing AI costs without huge budgets.
  • Training staff, developing custom courses for business needs
  • Integrating AI into client work, automating first lines of contact

Large and Medium Businesses

Startups

Offline Business

100% of clients report increased productivity and reduced operati

AI news and solutions