hero+papers: surface Hugging Face datasets

- Hero: fix the broken "from , building" sentence by passing
  hero.lab into the {lab} placeholder so the lab name actually renders.
- papers.ts: add Hugging Face links for LLMEval-Fair
  (llmeval-fdu/LLMEval-Fair), update LLMEval-Med to the new canonical
  llmeval-fdu/LLMEval-Med (the old HuayuSha mirror has been deleted),
  and attach hfUrl to the LLMEval-1 / LLMEval-2 related-repo cards.
- PaperCard.tsx: render an HF Dataset badge alongside each related repo
  when hfUrl is provided.
- blog.ts: fix the LLMEval-Med post HF link to llmeval-fdu/LLMEval-Med.

Co-authored-by: Cursor <cursoragent@cursor.com>

Author: KongLongGeFDU

src/components/Hero.tsx

@@ -49,8 +49,7 @@ export function Hero() {
           </h1>
 
           <p className="mx-auto mt-6 max-w-2xl text-lg text-muted-foreground sm:text-xl">
-            {t("hero.desc", { lab: "" })}
-            {/* inject lab name as styled span */}
+            {t("hero.desc", { lab: t("hero.lab") })}
           </p>
 
           <div className="mt-10 flex flex-col items-center justify-center gap-4 sm:flex-row">

src/components/PaperCard.tsx

@@ -151,31 +151,59 @@ export function PaperCard({ paper, index = 0 }: { paper: Paper; index?: number }
           <p className="mb-2 text-xs font-medium text-muted-foreground uppercase tracking-wider">{t("papers.relatedDatasets")}</p>
           <div className="space-y-2">
             {paper.relatedRepos.map((repo) => (
-              <a
+              <div
                 key={repo.name}
-                href={repo.url}
-                target="_blank"
-                rel="noopener noreferrer"
                 className="flex items-start gap-2 rounded-lg border border-border bg-muted/30 px-3 py-2 transition-colors hover:border-accent/30 hover:bg-muted/50"
               >
-                <svg className="mt-0.5 h-4 w-4 shrink-0 text-muted-foreground" fill="currentColor" viewBox="0 0 24 24">
-                  <path d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z" />
-                </svg>
+                <a
+                  href={repo.url}
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="mt-0.5 shrink-0 text-muted-foreground transition-colors hover:text-foreground"
+                  aria-label={`${repo.name} on GitHub`}
+                >
+                  <svg className="h-4 w-4" fill="currentColor" viewBox="0 0 24 24">
+                    <path d="M12 0c-6.626 0-12 5.373-12 12 0 5.302 3.438 9.8 8.207 11.387.599.111.793-.261.793-.577v-2.234c-3.338.726-4.033-1.416-4.033-1.416-.546-1.387-1.333-1.756-1.333-1.756-1.089-.745.083-.729.083-.729 1.205.084 1.839 1.237 1.839 1.237 1.07 1.834 2.807 1.304 3.492.997.107-.775.418-1.305.762-1.604-2.665-.305-5.467-1.334-5.467-5.931 0-1.311.469-2.381 1.236-3.221-.124-.303-.535-1.524.117-3.176 0 0 1.008-.322 3.301 1.23.957-.266 1.983-.399 3.003-.404 1.02.005 2.047.138 3.006.404 2.291-1.552 3.297-1.23 3.297-1.23.653 1.653.242 2.874.118 3.176.77.84 1.235 1.911 1.235 3.221 0 4.609-2.807 5.624-5.479 5.921.43.372.823 1.102.823 2.222v3.293c0 .319.192.694.801.576 4.765-1.589 8.199-6.086 8.199-11.386 0-6.627-5.373-12-12-12z" />
+                  </svg>
+                </a>
                 <div className="flex-1">
-                  <div className="flex items-center gap-2">
-                    <span className="text-sm font-medium text-foreground">{repo.name}</span>
+                  <div className="flex flex-wrap items-center gap-2">
+                    <a
+                      href={repo.url}
+                      target="_blank"
+                      rel="noopener noreferrer"
+                      className="text-sm font-medium text-foreground transition-colors hover:text-accent"
+                    >
+                      {repo.name}
+                    </a>
                     {repo.stars != null && (
-                      <span className="inline-flex items-center gap-0.5 text-xs text-muted-foreground">
+                      <a
+                        href={repo.url}
+                        target="_blank"
+                        rel="noopener noreferrer"
+                        className="inline-flex items-center gap-0.5 text-xs text-muted-foreground transition-colors hover:text-foreground"
+                      >
                         <svg className="h-3 w-3" fill="currentColor" viewBox="0 0 24 24">
                           <path d="M12 .587l3.668 7.568 8.332 1.151-6.064 5.828 1.48 8.279L12 19.771l-7.416 3.642 1.48-8.279L0 9.306l8.332-1.151z" />
                         </svg>
                         {repo.stars}
-                      </span>
+                      </a>
+                    )}
+                    {repo.hfUrl && (
+                      <a
+                        href={repo.hfUrl}
+                        target="_blank"
+                        rel="noopener noreferrer"
+                        className="inline-flex items-center gap-1 rounded-full border border-yellow-500/30 bg-yellow-500/10 px-2 py-0.5 text-[11px] font-medium text-yellow-700 transition-colors hover:border-yellow-500/60 hover:bg-yellow-500/20 dark:text-yellow-300"
+                      >
+                        <span aria-hidden>🤗</span>
+                        HF Dataset
+                      </a>
                     )}
                   </div>
                   <div className="text-xs text-muted-foreground">{repo.description}</div>
                 </div>
-              </a>
+              </div>
             ))}
           </div>
         </div>

src/data/blog.ts

@@ -115,7 +115,7 @@ Rather than simple answer matching, LLMEval-Med uses an **automated evaluation p
 The evaluation reveals important insights about when and how LLMs can be safely deployed in clinical settings.
 
 - **Paper**: [arXiv:2506.04078](https://arxiv.org/abs/2506.04078)
-- **Dataset**: [HuggingFace](https://huggingface.co/datasets/HuayuSha/LLMeval-Med)
+- **Dataset**: [HuggingFace](https://huggingface.co/datasets/llmeval-fdu/LLMEval-Med)
 - **Code**: [GitHub](https://github.com/llmeval/LLMEval-Med)
     `.trim(),
   },

src/data/papers.ts

@@ -17,7 +17,13 @@ export interface Paper {
   stars?: number;
   tags: string[];
   featured?: boolean;
-  relatedRepos?: { name: string; url: string; description: string; stars?: number }[];
+  relatedRepos?: {
+    name: string;
+    url: string;
+    description: string;
+    stars?: number;
+    hfUrl?: string;
+  }[];
 }
 
 export const papers: Paper[] = [
@@ -58,6 +64,7 @@ export const papers: Paper[] = [
       "LLMEval-Fair addresses robustness and fairness concerns in LLM evaluation through a 30-month longitudinal study. Built on a proprietary bank of 220,000 graduate-level questions across 13 academic disciplines, it dynamically samples unseen test sets for each evaluation run. Its automated pipeline ensures integrity via contamination-resistant data curation, a novel anti-cheating architecture, and a calibrated LLM-as-a-judge process achieving 90% agreement with human experts. A study of nearly 60 leading models reveals performance ceilings and exposes data contamination vulnerabilities undetectable by static benchmarks.",
     arxiv: "https://arxiv.org/abs/2508.05452",
     github: "https://github.com/llmeval/LLMEval-Fair",
+    huggingface: "https://huggingface.co/datasets/llmeval-fdu/LLMEval-Fair",
     stars: 37,
     tags: ["evaluation", "fairness", "robustness", "generative QA", "longitudinal study"],
     featured: true,
@@ -94,7 +101,7 @@ export const papers: Paper[] = [
     arxiv: "https://arxiv.org/abs/2506.04078",
     github: "https://github.com/llmeval/LLMEval-Med",
     stars: 25,
-    huggingface: "https://huggingface.co/datasets/HuayuSha/LLMeval-Med",
+    huggingface: "https://huggingface.co/datasets/llmeval-fdu/LLMEval-Med",
     tags: ["medical", "clinical", "physician validation", "LLM-as-Judge"],
     featured: true,
   },
@@ -128,12 +135,14 @@ export const papers: Paper[] = [
         url: "https://github.com/llmeval/LLMEval-1",
         stars: 113,
         description: "Phase I dataset: 17 categories, 453 questions, 2,186 annotators for Chinese LLM evaluation",
+        hfUrl: "https://huggingface.co/datasets/llmeval-fdu/LLMEval-1",
       },
       {
         name: "LLMEval-2",
         url: "https://github.com/llmeval/LLMEval-2",
         stars: 71,
         description: "Phase II dataset: professional domain evaluation across 12 academic disciplines, 480 questions",
+        hfUrl: "https://huggingface.co/datasets/llmeval-fdu/LLMEval-2",
       },
     ],
   },