SCALE April 2026 Large‑Model SQL Capability Ranking Unveiled

The SCALE April 2026 report adds four new models—DeepSeek‑V4‑Pro, DeepSeek‑V4‑Flash, GPT‑5.5 and Claude Opus 4.7—to its SQL capability leaderboard, evaluates them across SQL understanding, optimization and dialect conversion, and highlights each model’s strengths, weaknesses, and recommended deployment scenarios.

AI BenchmarkDialect ConversionSQL

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SCALE April 2026 Large‑Model SQL Capability Ranking Unveiled

Aikesheng Open Source Community

Feb 9, 2026 · Databases

What the Latest SCALE Benchmark Shows About SQL Optimization in GLM‑4.7 and Seed‑OSS‑36B

The January 2026 SCALE benchmark adds an index‑suggestion metric and evaluates two new LLMs—智谱 GLM‑4.7 and 字节跳动 Seed‑OSS‑36B—revealing strengths in dialect conversion, moderate SQL understanding, and notable gaps in complex execution‑plan analysis and practical index recommendations.

AI benchmarkingDatabase OptimizationDialect Conversion

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What the Latest SCALE Benchmark Shows About SQL Optimization in GLM‑4.7 and Seed‑OSS‑36B

Aikesheng Open Source Community

Dec 24, 2025 · Databases

Why Relying Solely on Large Language Models for Database Migration Is Risky – Insights from SQLShift

The article explains the hidden challenges of database migration, demonstrates that large language models alone cannot reliably handle dialect differences, and describes how the SQLShift tool combines domain‑specific fine‑tuning, multi‑stage verification, and human‑AI collaboration to make migration safer and more predictable.

AIDBADialect Conversion

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Why Relying Solely on Large Language Models for Database Migration Is Risky – Insights from SQLShift

Aikesheng Open Source Community

Nov 21, 2025 · Artificial Intelligence

Gemini 3 Pro Leads SQL Benchmarks with Deep Understanding, High‑Quality Optimization, and Balanced Dialect Conversion

The SCALE evaluation shows Gemini 3 Pro topping the SQL benchmark leaderboard, achieving No.1 in SQL understanding, No.2 in optimization, and No.6 in dialect conversion, while highlighting its strengths in execution accuracy, syntax error detection, and areas needing improvement such as execution‑plan prediction and large‑SQL handling.

AI model evaluationDatabase OptimizationDialect Conversion

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Gemini 3 Pro Leads SQL Benchmarks with Deep Understanding, High‑Quality Optimization, and Balanced Dialect Conversion

SCALE April 2026 Large‑Model SQL Capability Ranking Unveiled

What the Latest SCALE Benchmark Shows About SQL Optimization in GLM‑4.7 and Seed‑OSS‑36B

Why Relying Solely on Large Language Models for Database Migration Is Risky – Insights from SQLShift

Gemini 3 Pro Leads SQL Benchmarks with Deep Understanding, High‑Quality Optimization, and Balanced Dialect Conversion

SCALE April 2026 Large‑Model SQL Capability Ranking Unveiled