04:00
2026-08-18
machinebrief.com
artificial-intelligence
ACTS-SQL: Agentic and Critic-Oriented Tree-Structured SQL Correctness with Large Language Models
A training-free framework called ACTS-SQL, developed by researchers and deployed in Volcano Engine's Torch Log Service (TLS), improves SQL execution accuracy from 36.77% to 53.61% on real user queriesβ¦