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title: MAP AI Benchmark
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<section style="font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif; line-height: 1.55; max-width: 980px;">
  <h1 style="font-size: 2rem; margin: 0 0 0.6rem;">Multimodal Accessibility Planning (MAP) AI Benchmark</h1>
  <p style="font-size: 1.05rem; margin: 0 0 1rem;">
    MAP evaluates multimodal AI systems as assistants for users with accessibility requirements when planning visits to real places.
    The benchmark starts with places in Zurich and focuses on evidence-backed accessibility features such as step-free entrance,
    toilet access, sensory accessibility provisions, and location information.
  </p>
  <div style="display: flex; flex-wrap: wrap; gap: 0.75rem; margin: 1.25rem 0;">
    <a href="https://huggingface.co/spaces/map-ai-benchmark/challenge" style="border: 1px solid #0f766e; color: #0f513f; padding: 0.55rem 0.8rem; border-radius: 0.45rem; text-decoration: none; font-weight: 650;">Challenge</a>
    <a href="https://huggingface.co/spaces/map-ai-benchmark/workshop" style="border: 1px solid #2563eb; color: #1d4ed8; padding: 0.55rem 0.8rem; border-radius: 0.45rem; text-decoration: none; font-weight: 650;">Workshop</a>
    <a href="https://huggingface.co/spaces/map-ai-benchmark/benchmark" style="border: 1px solid #b45309; color: #92400e; padding: 0.55rem 0.8rem; border-radius: 0.45rem; text-decoration: none; font-weight: 650;">Benchmark</a>
  </div>
  <h2 style="font-size: 1.15rem; margin: 1.2rem 0 0.45rem;">Current Public Pages</h2>
  <ul style="padding-left: 1.25rem; margin: 0;">
    <li><strong>Challenge:</strong> public challenge overview and phase-one entrant information.</li>
    <li><strong>Workshop:</strong> workshop agenda, diversity and inclusion considerations, and organiser information.</li>
    <li><strong>Benchmark:</strong> evaluation protocol, public materials, and paper placeholder.</li>
  </ul>
  <h2 style="font-size: 1.15rem; margin: 1.2rem 0 0.45rem;">Models and Datasets</h2>
  <ul style="padding-left: 1.25rem; margin: 0;">
    <li><strong>Models:</strong> Coming soon.</li>
    <li><strong>Datasets:</strong> Coming soon.</li>
  </ul>
  <p style="margin: 1rem 0 0; color: #475569;">
    Submission and leaderboard will be added shortly.
  </p>
</section>