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import { useMemo, useState } from "react"
import { BookOpen, ChevronDown, ChevronUp, ExternalLink, FileText, Globe, Layers, ScrollText, Tag, Users } from "lucide-react"
import { SignalTooltip } from "@/components/signals/signal-tooltip"
import type { BenchmarkEvalSummary } from "@/lib/eval-processing"
import { getKnownIssues } from "@/lib/known-issues"
import { KnownIssuesPanel } from "@/components/known-issues-panel"
interface PolicyOverviewProps {
summary: BenchmarkEvalSummary
}
const SUMMARY_PREVIEW_CHARS = 280
function classifyResource(url: string): { kind: "paper" | "dataset" | "leaderboard" | "site"; label: string } {
const lower = url.toLowerCase()
if (lower.includes("arxiv.org") || lower.endsWith(".pdf") || lower.includes("/papers/")) {
return { kind: "paper", label: "Paper" }
}
if (lower.includes("huggingface.co/datasets") || lower.includes("/dataset")) {
return { kind: "dataset", label: "Dataset" }
}
if (lower.includes("leaderboard")) {
return { kind: "leaderboard", label: "Leaderboard" }
}
return { kind: "site", label: "Source" }
}
function shortHost(url: string) {
return url.replace(/^https?:\/\//, "").replace(/\/.*$/, "")
}
/**
* Plain-language summary surface shown at the top of the benchmark page in
* policy mode. Designed to answer three questions a non-technical reader has:
* what does this measure, who built it, and where does it come from?
*
* Technical detail (variants, metric specifications, score scales) lives in
* the existing overview card below this and is collapsed by default.
*/
function normalizeId(value: string | undefined | null): string {
if (!value) return ""
return value
.toLowerCase()
.trim()
.replace(/[\s_\-/]+/g, "")
}
export function PolicyOverview({ summary }: PolicyOverviewProps) {
const card = summary.benchmark_card
// Defensive check: pipelines older than the "ancestor card leak" fix
// sometimes attach the parent suite's card to a leaf benchmark (e.g.
// helm_classic's card embedded under XSUM). Detect when the card's own
// name is clearly not this benchmark and ignore its narrative text — the
// synthesized fallback below produces something accurate instead.
const cardName = card?.benchmark_details?.name
const cardNameNorm = normalizeId(cardName)
const evalIdentifiers = [
summary.evaluation_name,
summary.benchmark_leaf_key,
summary.composite_benchmark_key,
summary.composite_benchmark_name,
summary.canonical_display_name,
summary.evaluation_id,
].map(normalizeId)
// Treat the card as belonging to this eval when its name fuzzily appears in
// any of the eval's identifiers (or vice versa). Otherwise the card is from
// a different (typically ancestor) benchmark.
const cardMatchesEval =
!cardName ||
evalIdentifiers.some(
(id) =>
id.length > 0 &&
cardNameNorm.length > 0 &&
(id.includes(cardNameNorm) || cardNameNorm.includes(id)),
)
const overview = cardMatchesEval ? card?.benchmark_details?.overview?.trim() || "" : ""
const goal = cardMatchesEval ? card?.purpose_and_intended_users?.goal?.trim() || "" : ""
// Detect "parent" benchmark pages — either an aggregated composite or a
// multi-metric matrix where each column is a subtask. In both cases the
// per-evaluation `metric_config.evaluation_description` belongs to whichever
// component was processed first (e.g. just the "airline" subset of Tau
// Bench 2) and would mislead a policy reader. Synthesize parent framing
// instead and surface the subtasks separately.
const isAggregated = summary.is_aggregated === true
const aggregateNames = (summary.aggregate_sources ?? [])
.map((s) => s.composite_benchmark_name)
.filter((s): s is string => typeof s === "string" && s.length > 0)
const subtaskLabels = useMemo(() => {
const seen = new Set<string>()
const labels: string[] = []
const add = (raw: string | undefined | null) => {
if (!raw) return
const trimmed = raw.trim()
if (!trimmed) return
const key = trimmed.toLowerCase()
if (seen.has(key)) return
seen.add(key)
labels.push(trimmed)
}
for (const subtask of summary.subtasks ?? []) {
add(subtask.display_name || subtask.subtask_name)
}
for (const metric of summary.leaderboard_metrics ?? []) {
if (metric.scope === "subtask") {
add(metric.subtask_name || metric.display_name)
}
}
for (const name of aggregateNames) add(name)
return labels
}, [summary.subtasks, summary.leaderboard_metrics, aggregateNames])
const isMatrix = (summary.leaderboard_metrics?.length ?? 0) > 1
const isParentPage = isAggregated || (isMatrix && subtaskLabels.length > 1)
const useComponentDescription = !isParentPage
const parentFallback = isParentPage && subtaskLabels.length > 1
? `${summary.evaluation_name} reports results across ${subtaskLabels.length} ${
isAggregated ? "component benchmarks" : "subtasks"
}. Each is evaluated separately; the score shown is the ${
isAggregated ? "average" : "per-subtask result"
}.`
: null
const summaryText =
overview ||
goal ||
parentFallback ||
(useComponentDescription ? summary.metric_config.evaluation_description : summary.evaluation_name)
const [expanded, setExpanded] = useState(false)
const [subtasksOpen, setSubtasksOpen] = useState(false)
const isLong = summaryText.length > SUMMARY_PREVIEW_CHARS
const visibleText = expanded || !isLong
? summaryText
: summaryText.slice(0, SUMMARY_PREVIEW_CHARS).replace(/\s+\S*$/, "") + "…"
const domains = useMemo(() => {
const fromTags = summary.tags?.domains ?? []
const fromCard = cardMatchesEval ? card?.benchmark_details?.domains ?? [] : []
return Array.from(new Set([...fromTags, ...fromCard].map((d) => d.trim()).filter(Boolean))).slice(0, 6)
}, [summary.tags?.domains, card?.benchmark_details?.domains, cardMatchesEval])
const languages = useMemo(() => {
const fromTags = summary.tags?.languages ?? []
const fromCard = cardMatchesEval ? card?.benchmark_details?.languages ?? [] : []
return Array.from(new Set([...fromTags, ...fromCard].map((d) => d.trim()).filter(Boolean))).slice(0, 4)
}, [summary.tags?.languages, card?.benchmark_details?.languages, cardMatchesEval])
const license = card?.ethical_and_legal_considerations?.data_licensing
const showLicense = license && license !== "Not specified"
const resources = useMemo(() => {
if (!cardMatchesEval) return []
const urls = (card?.benchmark_details?.resources ?? []).filter((r) => typeof r === "string" && r.startsWith("http"))
const seen = new Map<string, { kind: ReturnType<typeof classifyResource>["kind"]; label: string; url: string }>()
for (const url of urls) {
const c = classifyResource(url)
if (!seen.has(c.kind)) {
seen.set(c.kind, { ...c, url })
}
}
return Array.from(seen.values())
}, [card?.benchmark_details?.resources, cardMatchesEval])
const evaluators = (summary.evaluator_names ?? []).slice(0, 3)
const hasMoreEvaluators = (summary.evaluator_names?.length ?? 0) > evaluators.length
const knownIssues = useMemo(
() =>
getKnownIssues(
summary.evaluation_name,
summary.composite_benchmark_name,
summary.composite_benchmark_key,
summary.benchmark_family_key,
summary.benchmark_leaf_key,
card?.benchmark_details?.name,
),
[
summary.evaluation_name,
summary.composite_benchmark_name,
summary.composite_benchmark_key,
summary.benchmark_family_key,
summary.benchmark_leaf_key,
card?.benchmark_details?.name,
],
)
const directionLabel = summary.metric_config.lower_is_better
? "Lower scores are better"
: "Higher scores are better"
return (
<section className="rounded-3xl border bg-card p-5 sm:p-6">
<header className="mb-4 flex flex-wrap items-center gap-2">
<BookOpen className="h-5 w-5 text-primary" />
<h2 className="text-lg font-semibold tracking-tight">{summary.evaluation_name}</h2>
<span className="text-xs text-muted-foreground">In plain language</span>
</header>
{knownIssues.length > 0 && (
<div className="mb-3">
<KnownIssuesPanel issues={knownIssues} variant="compact" />
</div>
)}
<p className="text-base leading-7 text-foreground/90">
{visibleText}
{isLong && (
<button
type="button"
onClick={() => setExpanded((v) => !v)}
className="ml-1 text-sm font-medium text-primary underline-offset-4 hover:underline"
>
{expanded ? "Show less" : "Read more"}
</button>
)}
</p>
<p className="mt-3 text-sm text-muted-foreground">
<SignalTooltip
content={
summary.metric_config.lower_is_better
? "On this benchmark, a lower number means the model did better."
: "On this benchmark, a higher number means the model did better."
}
>
<span className="underline decoration-dotted decoration-muted-foreground/60 underline-offset-4 cursor-help">
{directionLabel}.
</span>
</SignalTooltip>{" "}
Compared across {summary.models_count} model{summary.models_count === 1 ? "" : "s"}.
</p>
{isParentPage && subtaskLabels.length > 1 && (
<div className="mt-4 rounded-2xl border border-border/60 bg-muted/10">
<button
type="button"
onClick={() => setSubtasksOpen((v) => !v)}
aria-expanded={subtasksOpen}
className="flex w-full items-center justify-between gap-3 px-3.5 py-2.5 text-left transition-colors hover:bg-muted/20 rounded-2xl"
>
<span className="flex items-center gap-1.5 text-[11px] font-semibold uppercase tracking-[0.18em] text-muted-foreground">
<Layers className="h-3.5 w-3.5" />
{isAggregated ? `Component benchmarks (${subtaskLabels.length})` : `Subtasks (${subtaskLabels.length})`}
</span>
{subtasksOpen ? (
<ChevronUp className="h-4 w-4 text-muted-foreground" />
) : (
<ChevronDown className="h-4 w-4 text-muted-foreground" />
)}
</button>
{subtasksOpen && (
<ul className="grid list-disc gap-x-6 gap-y-1 px-3.5 pb-3.5 pl-9 text-sm sm:grid-cols-2 lg:grid-cols-3">
{subtaskLabels.map((name) => (
<li key={name} className="capitalize">
{name}
</li>
))}
</ul>
)}
</div>
)}
{(domains.length > 0 || languages.length > 0 || showLicense) && (
<div className="mt-4 flex flex-wrap gap-2">
{domains.map((d) => (
<span
key={`d-${d}`}
className="inline-flex items-center gap-1 rounded-full border border-border/60 bg-muted/30 px-2.5 py-1 text-xs font-medium capitalize"
>
<Tag className="h-3 w-3 shrink-0 text-muted-foreground" />
{d}
</span>
))}
{languages.map((l) => (
<span
key={`l-${l}`}
className="inline-flex items-center gap-1 rounded-full border border-sky-200/70 bg-sky-50/60 px-2.5 py-1 text-xs font-medium dark:border-sky-900/40 dark:bg-sky-950/20"
>
<Globe className="h-3 w-3 shrink-0 text-sky-600" />
{l}
</span>
))}
{showLicense && (
<SignalTooltip content="The license under which the benchmark dataset is released.">
<span className="inline-flex items-center gap-1 rounded-full border border-border/60 bg-background px-2.5 py-1 text-xs font-medium cursor-help">
<ScrollText className="h-3 w-3 shrink-0 text-muted-foreground" />
{license}
</span>
</SignalTooltip>
)}
</div>
)}
{(resources.length > 0 || evaluators.length > 0) && (
<div className="mt-5 border-t pt-4">
<div className="mb-2 text-[11px] font-semibold uppercase tracking-[0.18em] text-muted-foreground">
Where this comes from
</div>
<div className="flex flex-wrap items-center gap-3">
{resources.map((r) => (
<a
key={r.url}
href={r.url}
target="_blank"
rel="noreferrer"
className="inline-flex items-center gap-1.5 rounded-full border border-border/60 bg-background px-3 py-1.5 text-xs font-medium text-muted-foreground transition-colors hover:border-primary/40 hover:text-primary"
>
<FileText className="h-3 w-3 shrink-0" />
<span className="font-semibold text-foreground">{r.label}</span>
<span className="text-muted-foreground">{shortHost(r.url)}</span>
<ExternalLink className="h-3 w-3 shrink-0" />
</a>
))}
{evaluators.length > 0 && (
<SignalTooltip
content={
<span className="block space-y-1">
<span className="block font-semibold">Who reported these scores</span>
<span className="block">{summary.evaluator_names?.join(", ")}</span>
{summary.third_party_ratio > 0 && (
<span className="block text-muted-foreground">
{Math.round(summary.third_party_ratio * 100)}% of results come from independent evaluators (not the model's own developer).
</span>
)}
</span>
}
>
<span className="inline-flex items-center gap-1.5 rounded-full border border-border/60 bg-background px-3 py-1.5 text-xs font-medium cursor-help">
<Users className="h-3 w-3 shrink-0 text-muted-foreground" />
<span className="font-semibold text-foreground">Reported by</span>
<span className="text-muted-foreground">
{evaluators.join(", ")}
{hasMoreEvaluators ? ` +${(summary.evaluator_names?.length ?? 0) - evaluators.length} more` : ""}
</span>
</span>
</SignalTooltip>
)}
</div>
</div>
)}
</section>
)
}
|