emphasize dataset framing in titles and site copy

Author: atharvas

src/components/layout/Meta.svelte

@@ -1,6 +1,6 @@
 <script>
 	export let title =
-		"FormulaCode: LLM Agent Benchmark for Python Code Optimization";
+		"FormulaCode: LLM Agent Benchmark & Dataset for Python Code Optimization";
 	export let description =
 		"FormulaCode is a continually updated benchmark evaluating LLM coding agents on real-world Python code optimization. 957 performance bottlenecks from 70+ scientific Python repositories, each paired with expert patches and community-maintained performance workloads.";
 	export let url = "https://formulacode.org/";

src/components/layout/OverviewHeader.svelte

@@ -211,8 +211,9 @@
 		<div class="hero-blurb-top hero-blurb">
 			<p>
 				FormulaCode is a <em>continually updating</em> benchmark for evaluating
-				the <em>holistic</em> ability of LLM agents to optimize codebases. Our
-				current dataset consists of <strong>{fmt(FINAL_TASKS)}</strong> tasks
+				the <em>holistic</em> ability of LLM agents to optimize codebases. The
+				<a href="/explorer/">FormulaCode dataset</a> currently consists of
+				<strong>{fmt(FINAL_TASKS)}</strong> tasks
 				scraped from <strong>{fmt(totals.pull_requests)}</strong> pull requests
 				in
 				<strong>{fmt(INITIAL_REPOS)}+</strong> compliant repositories.

src/components/pages/ExplorerPage.svelte

@@ -115,10 +115,11 @@
 					width="44"
 					height="44"
 				/>
-				<span class="mark-label">Workload Explorer</span>
+				<span class="mark-label">FormulaCode Benchmark Dataset</span>
 			</div>
 			<h1 class="page-title">
-				Browse {facets.stats.total.toLocaleString()} performance workloads
+				Explore the FormulaCode dataset — {facets.stats.total.toLocaleString()}
+				benchmark workloads
 			</h1>
 			<p class="page-desc">
 				This is a preview slice of the FormulaCode workload dataset, while we work

src/routes/+page.svelte

@@ -14,9 +14,9 @@
 	setContext("data", data.data);
 
 	const title =
-		"FormulaCode: LLM Agent Benchmark for Python Code Optimization";
+		"FormulaCode: LLM Agent Benchmark & Dataset for Python Code Optimization";
 	const description =
-		"FormulaCode is a continually updated benchmark evaluating LLM coding agents on real-world Python code optimization. 957 performance bottlenecks from 70+ scientific Python repositories, each paired with expert patches and community-maintained performance workloads. Accepted at ICML 2026.";
+		"FormulaCode is a continually updated benchmark and dataset for evaluating LLM coding agents on real-world Python code optimization. The FormulaCode dataset has 957 performance bottlenecks from 70+ scientific Python repositories, each paired with expert patches and community-maintained performance workloads. Accepted at ICML 2026.";
 	const url = "https://formulacode.org/";
 
 	const dataset = {

src/routes/explorer/+page.svelte

@@ -11,7 +11,7 @@
 
 	const title = "Workload Explorer | FormulaCode Benchmark Dataset";
 	const description =
-		"Browse and search all 957 code-optimization tasks in the FormulaCode benchmark — pull-request sources, agent results, and per-workload performance traces from real-world Python repositories.";
+		"Browse and search the FormulaCode dataset — all 957 code-optimization tasks in the benchmark, with pull-request sources, agent results, and per-workload performance traces from real-world Python repositories.";
 	const url = "https://formulacode.org/explorer/";
 
 	const breadcrumbs = {

static/sitemap.xml

@@ -2,7 +2,7 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
 	<url>
 		<loc>https://formulacode.org/</loc>
-		<lastmod>2026-05-15</lastmod>
+		<lastmod>2026-05-17</lastmod>
 		<changefreq>weekly</changefreq>
 		<priority>1.0</priority>
 	</url>
@@ -14,7 +14,7 @@
 	</url>
 	<url>
 		<loc>https://formulacode.org/explorer/</loc>
-		<lastmod>2026-05-15</lastmod>
+		<lastmod>2026-05-17</lastmod>
 		<changefreq>weekly</changefreq>
 		<priority>0.9</priority>
 	</url>