OKF-DWP

Independent experimental publication. Not an official DWP service, benefits advice or an entitlement calculator.

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Independent review of the terminology discovery probe

Reviewed on 22 September 2026 by the coverage-review agent, read-only, against /Users/crpage/tmp/okf-dwp-discovery-cards-pilot commits f00d299a (protocol) and 64c9cc1d (implementation and retained result). Production source is pinned to DWP 7412d1d02e023794ebb1d5a5f385f08f59be7ee2; admitted Explorer engine is 2e557f4b78db10cf69471e4a106a98d3a6c43c5b.

Result

No blocker found for the stated unpublished diagnostic scope. This review does not approve runtime adoption or establish relevance, answer accuracy, specialist acceptance, affordability or summary-card effectiveness.

Independent checks

Method and interpretation

Arm B0 doubles every original query term's weight and gives expansion terms weight one. Uniformly doubling original scores preserves their relative ranking; the relative alias weight is stated in the pre-implementation protocol. The result does not conceal a post-observation weight adjustment. Absolute scores from the two arms should not be compared as if they had the same scale.

B0 breaks declared labels and aliases into independent tokens, including multiword aliases. This is the deliberately simple token-expansion method being tested. It is not phrase-aware or a test of checked hierarchical cards, principal-subject annotations, model summaries, embedding search or a different field-ranking method.

The 42 earlier candidate locations are incomplete review leads. Geometric overlap is not an independent relevance judgement or a gold-standard answer measure. The README correctly limits its findings to this shortcut, its pre-graph candidate ranking and its increased candidate-text burden. It does not claim that final evidence packages or model answers deteriorated by these exact counts. Rejecting adoption without demonstrated benefit is supported; rejecting all semantic discovery or summary-card approaches would not be.

No repository edits, source acquisition, provider/model calls, live-service changes or publication were made during this review.