execution-accuracy

Here are 3 public repositories matching this topic...

tkarim45 / text-to-sql

NL-to-SQL over SQLite scored by execution accuracy (not string match) — benchmarks zero-shot/few-shot/self-correction and shows the two failure modes are orthogonal (only combining both hits 100%)

python sqlite evaluation agents claude text-to-sql nl2sql llm prompt-engineering execution-accuracy

Updated Jul 25, 2026
Python

Ask a database questions in plain English and get SQL that actually runs. The key is schema linking: relevant tables are retrieved by embedding similarity (with foreign-key expansion) before prompting, and quality is measured by execution accuracy (do the returned rows match?) not by string-matching SQL.

python benchmark sql sqlite evaluation embeddings semantic-search natural-language-interface learning-project text-to-sql mlops nl2sql vector-search qdrant llm prompt-engineering retrieval-augmented-generation execution-accuracy schema-linking

Updated Sep 6, 2026
Python

NilavoBoral / SQL-LLM

Star

Generate SQL queries from natural language using Meta-Llama-3.1-8B-Instruct, with automated accuracy and efficiency evaluations.

natural-language-to-sql model-evaluation text-to-sql llama-3-1 meta-llama-3-1-8b-instruct sql-query-generation execution-accuracy valid-efficiency-score

Updated Aug 31, 2024
Python

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execution-accuracy

Here are 3 public repositories matching this topic...

tkarim45 / text-to-sql

bitr00t / text-to-sql

NilavoBoral / SQL-LLM

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