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GFQL benchmark publication hardening follow-up #1719

Description

@lmeyerov

Follow-up from the GFQL external benchmark/docs stack.

Scope: before using the external benchmark pages/report as publication-grade material, run a dedicated benchmark-publication hardening pass over the GFQL external comparisons and report surfaces. Keep detailed audit notes private/local; this issue is only the public work item.

Suggested acceptance criteria:

  • Revisit the external comparison docs/report after the current GFQL benchmark/perf stack lands.
  • Re-check methodology labels for same-machine vs cross-machine comparisons.
  • Re-check result labels for best-engine summaries vs per-engine results.
  • Re-check parity language so result-size, exact output, and ranking agreement are not conflated.
  • Re-check timed-region language for load/build/query phases.
  • Re-check saved artifacts and reproduction instructions against the rendered claims.
  • Where practical, rerun current graph-benchmark/Pokec/external-comparator artifacts before refreshing the final report.

Related context: #1668 and the GFQL benchmark stack. No immediate behavior change requested here; this is a deferred publication/readiness pass.

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