Add OraRL organization card
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README.md
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title: README
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---
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title: README
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<div class="flex flex-col gap-6">
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<div class="text-center">
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<h1 class="text-3xl font-bold">OraRL</h1>
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<p class="text-lg"><strong>Annotations as Rollouts</strong></p>
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<p class="text-gray-600 dark:text-gray-300">
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Efficient and scalable reinforcement learning for unified video MLLMs
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</p>
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<p>
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<a class="underline" href="https://arxiv.org/abs/2608.20492">Paper</a>
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·
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<a class="underline" href="https://orarl.github.io/">Project page</a>
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·
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<a class="underline" href="https://github.com/HVision-NKU/OraRL">GitHub</a>
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</p>
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</div>
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<a href="https://orarl.github.io/assets/orarl-teaser.mp4">
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<img
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class="w-full rounded-xl"
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src="https://raw.githubusercontent.com/HVision-NKU/OraRL/main/assets/orarl-hero.gif"
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alt="Animated OraRL method overview"
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/>
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</a>
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<div class="grid md:grid-cols-3 gap-4">
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<a
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class="block rounded-xl border border-gray-200 dark:border-gray-700 p-4 hover:bg-gray-50 dark:hover:bg-gray-800"
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href="https://huggingface.co/OraRL/Video-ORA-9B"
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>
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<h3 class="font-semibold">Video-ORA-9B</h3>
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<p class="text-sm text-gray-600 dark:text-gray-300">
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Unified video MLLM spanning seven task families without chain-of-thought decoding.
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</p>
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</a>
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<a
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class="block rounded-xl border border-gray-200 dark:border-gray-700 p-4 hover:bg-gray-50 dark:hover:bg-gray-800"
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href="https://huggingface.co/datasets/OraRL/OraRL-Data"
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>
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<h3 class="font-semibold">OraRL-Data</h3>
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<p class="text-sm text-gray-600 dark:text-gray-300">
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Canonical annotations and raw media for reproducible evaluation.
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</p>
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</a>
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<a
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class="block rounded-xl border border-gray-200 dark:border-gray-700 p-4 hover:bg-gray-50 dark:hover:bg-gray-800"
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href="https://github.com/HVision-NKU/OraRL"
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>
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<h3 class="font-semibold">OraRL Code</h3>
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<p class="text-sm text-gray-600 dark:text-gray-300">
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Official implementation, evaluation tools, and reproduction resources.
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</p>
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</a>
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</div>
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<p class="text-center text-sm text-gray-600 dark:text-gray-300">
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Video understanding · temporal and spatial grounding · segmentation · tracking ·
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video question answering · spatial intelligence
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</p>
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</div>
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