A new framework called PExA achieved 70.2% execution accuracy on the Spider 2.0 benchmark. It treats SQL generation like software test coverage, executing atomic queries in parallel to ground the final output. This approach solves the latency-performance trade-off. Developers can now generate complex queries with higher semantic precision and lower delay.