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<!doctype html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1"><title>OpenSAE — Open Research Infrastructure</title><style>body{margin:0;background:#f5f9fa;color:#18313c;font:16px/1.65 system-ui,sans-serif}main{max-width:920px;margin:4vh auto;padding:25px}.banner{width:100%;height:auto;border-radius:16px;display:block;background:#fff;object-fit:contain}h1{font-size:44px;letter-spacing:-.06em;margin:22px 0 5px}p{color:#5e7883}.cards{display:grid;grid-template-columns:repeat(2,1fr);gap:12px;margin:23px 0}.card{padding:22px;border-radius:13px;background:white;border:1px solid #dfebee;color:#143342;text-decoration:none}.card strong{display:block;margin-bottom:6px}.card span{font-size:13px;color:#5d7b84}a{color:#097e79}@media(max-width:650px){.cards{grid-template-columns:1fr}h1{font-size:31px}}</style></head><body><main><img class="banner" src="assets/opensae_banner.png" alt="OpenSAE
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<!doctype html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1"><title>OpenSAE — Open Research Infrastructure</title><style>body{margin:0;background:#f5f9fa;color:#18313c;font:16px/1.65 system-ui,sans-serif}main{max-width:920px;margin:4vh auto;padding:25px}.banner{width:100%;height:auto;border-radius:16px;display:block;background:#fff;object-fit:contain}h1{font-size:44px;letter-spacing:-.06em;margin:22px 0 5px}p{color:#5e7883}.cards{display:grid;grid-template-columns:repeat(2,1fr);gap:12px;margin:23px 0}.card{padding:22px;border-radius:13px;background:white;border:1px solid #dfebee;color:#143342;text-decoration:none}.card strong{display:block;margin-bottom:6px}.card span{font-size:13px;color:#5d7b84}a{color:#097e79}@media(max-width:650px){.cards{grid-template-columns:1fr}h1{font-size:31px}}</style></head><body><main><img class="banner" src="https://huggingface.co/spaces/OpenSAE/README/resolve/main/assets/opensae_banner.png" alt="OpenSAE"><h1>OpenSAE</h1><p>Open foundations for understanding, evaluating, and intervening in neural networks.</p><div class="cards"><a class="card" href="https://huggingface.co/spaces/OpenSAE/SAEBase" target="_blank"><strong>🧱 SAEBase Research Lab ↗</strong><span>Explore original checkpoint and feature-intervention evidence.</span></a><a class="card" href="https://huggingface.co/datasets/OpenSAE/SAEBase-Evaluation" target="_blank"><strong>▤ Evaluation Dataset ↗</strong><span>Browse 48 verified layer sites and their measurements.</span></a><a class="card" href="https://github.com/OpenSAE/SAE-Behavioral-Compositionality" target="_blank"><strong>🧩 SAR</strong><span>Behavioral interactions of SAE features.</span></a><a class="card" href="https://github.com/OpenSAE/Redistribution-Sensitivity-Score" target="_blank"><strong>🔀 RSS</strong><span>Representation redistribution across prompt changes.</span></a></div><p><a href="https://github.com/OpenSAE">GitHub organization ↗</a> · <a href="mailto:hma232@wisc.edu">Contact</a></p></main></body></html>
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