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 reduces the typical latency-performance trade-off. Practitioners can now generate complex queries with higher semantic reliability.