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 simple atomic queries in parallel to ground the final output. This approach solves the latency-performance trade-off. Developers can now generate complex queries faster without sacrificing precision.