Your description is not very precise. What version of Postgres is used? If there is a decline, compared to which version? Is there a link to these results?
Benchmark have been done in master v10. I am attaching image with results:
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It will be interesting to see what the profiling data with perf says about this for PostgreSQL. Can you try to get the perf report?