fix(ai-sdk): make interpretation-intent override reliably win
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PR #34's fixed +0.25 guidance gain was too small live: for "Was empfiehlt der
EDPB zum DSB?" the binding Art. 37 (1.381) still edged out the boosted EDPB
guidance (1.348), because the live authority score gives the binding article a
topic/domain bonus the (partly English) guidance chunk does not match.

Replace the fixed gain with a deterministic lift: a semantically competitive
guideline (raw semantic >= best_binding_semantic - 0.05) is lifted just ABOVE
the best binding FINAL score (ordered by semantic), so authority/topic/domain
bonuses can no longer edge it out. Obligation questions (no intent signal) are
untouched — binding stays Top-1; off-topic guidance stays demoted.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
This commit is contained in:
Benjamin Admin
2026-06-24 11:21:59 +02:00
parent f11b2e035f
commit 24499a25e9
@@ -16,7 +16,7 @@ const (
scopePenalty = 0.25 // BDSG Teil 3 (law enforcement) on a general DP question
topicGain = 0.18 // amplifier only
supersededPenalty = 0.50 // superseded Alt-Quelle (pre-eu-v1): demoted, nicht versteckt
guidanceIntentGain = 0.25 // controlled guidance override on explicit interpretation intent
guidanceIntentGain = 0.10 // epsilon a qualifying guideline is lifted ABOVE the best binding hit
guidanceIntentMargin = 0.05 // ...only if the guideline is semantically competitive with binding
)
@@ -110,17 +110,36 @@ func rerankByAuthority(query string, results []LegalSearchResult) []LegalSearchR
copy(out, results)
for i := range out {
out[i].Score = authorityScore(query, out[i], qDomain, qForeign)
// Interpretations-Intent (eng begrenzt): NUR wenn die Query explizit nach
// Guidance/Auslegung fragt UND die Leitlinie semantisch konkurrenzfaehig ist
// (>= bester binding-Treffer - margin), darf supervisory_guidance die bindende
// Norm ueberholen. Sonst bleibt binding > guidance (Normfrage unveraendert).
if wantsGuidance && out[i].SourceClass == "supervisory_guidance" &&
results[i].Score >= bestBindingSem-guidanceIntentMargin {
out[i].Score += guidanceIntentGain
}
}
if wantsGuidance {
applyGuidanceIntent(out, results, bestBindingSem)
}
sort.SliceStable(out, func(a, b int) bool {
return out[a].Score > out[b].Score
})
return out
}
// applyGuidanceIntent lifts semantically-competitive guidance just ABOVE the best
// binding hit (ordered by semantic), so an EXPLICIT interpretation question can
// return guidance Top-1. Obligation questions (no intent → not called) keep
// binding on top. Guidance below the semantic margin is left untouched, so an
// off-topic guideline can never ride the override — and the lift is computed from
// the binding FINAL score, so authority/topic/domain bonuses cannot edge it out.
func applyGuidanceIntent(out, raw []LegalSearchResult, bestBindingSem float64) {
bestBindingFinal := 0.0
for i := range out {
if out[i].SourceClass == "binding_law" && out[i].Score > bestBindingFinal {
bestBindingFinal = out[i].Score
}
}
for i := range out {
if out[i].SourceClass != "supervisory_guidance" || raw[i].Score < bestBindingSem-guidanceIntentMargin {
continue
}
lifted := bestBindingFinal + guidanceIntentGain + (raw[i].Score - bestBindingSem)
if lifted > out[i].Score {
out[i].Score = lifted
}
}
}