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[bench] Cell A graph regression update from run 26327679527#562

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[bench] Cell A graph regression update from run 26327679527#562
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Cell A graph-regression update from bench-graph-regression-cell.yml
(run 26327679527).

See bench/results/graph_regression_cell_a.json for the 5-seed
mean R@5 + delta against the HEADLINE mean. Cell A is a
regression gate on the graph-enabled retrieval path; a
positive delta is not a value-add claim (see
bench/LIMITATIONS.md §(f) and the Cell B deferral in
docs/benchmarks.md). Default-off behaviour of graph features
is unchanged — the public HEADLINE remains the existing
variance-gate cell.

Run ID: 26327679527
Cell: graph_regression_cell_a (hybrid / session / recency-on / bge-small)
Variant: --expand-graph (issue #458)
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