業務SaaSでText2SQLのPoCをやって見えた、本番化への4つの壁をまとめました。 LangGraphのHITLやベクトルDBでのスキーマ管理など、実践知見を共有しています。 zenn.dev/zhu_tech/artic… #Text2SQL #LLM #LangGraph #AI
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Arama Sonuçları: "#Text2SQL"
7 sonuç
Most #LLM pipelines still rely on “more data.”
In the DataFlow Tech Report:
<100K samples outperform 2.5M SynSQL in #Text2SQL (+3% exec accuracy).
10K multi-domain data beats models trained on 1M instructions.
Data systems matter more than scale.
Paper: huggingface.co/papers/2512.16…
English
A team of researchers from Bloomberg’s #AI Engineering group introduced PExA, an #agenticAI framework that achieved 70.2% execution accuracy on the Spider 2.0 leaderboard, one of the most demanding benchmarks for #text2sql generation
#CodeGeneration
(1/2) bloom.bg/4af28yB
English
Proposing a new “Parallel Exploration” Agentic framework PExA for complex code generation, specifically text-to-SQL. We achieve one of the best numbers on the Spider 2.0 leaderboard. Paper incoming on ArXiv soon! #agenticAI #text2sql #llm
Tech At Bloomberg@TechAtBloomberg
A team of researchers from Bloomberg’s #AI Engineering group introduced PExA, an #agenticAI framework that achieved 70.2% execution accuracy on the Spider 2.0 leaderboard, one of the most demanding benchmarks for #text2sql generation bloom.bg/4af28yB #CodeGeneration (1/2)
English
A team of researchers from Bloomberg’s #AI Engineering group introduced PExA, an #agenticAI framework that achieved 70.2% execution accuracy on the Spider 2.0 leaderboard, one of the most demanding benchmarks for #text2sql generation
bloom.bg/4af28yB
#CodeGeneration
(1/2)
English
自然言語で質問するだけでSQLが自動生成される時代。GeminiのText-to-SQLが、非エンジニアでも即データ分析できる環境を実現しつつある。ビジネスの意思決定が加速する。
#Text2SQL zenn.dev/atsushimemet/a…
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