RankVideo

Video-native reasoning reranker for text-to-video retrieval. Fine-tuned from Qwen3-VL-8B-Instruct.

Usage


from rankvideo import VLMReranker

reranker = VLMReranker(model_path="hltcoe/RankVideo")

scores = reranker.score_batch(
    queries=["person playing guitar"],
    video_paths=["/path/to/video.mp4"],
)

print(f"Relevance score: {scores[0]['logit_delta_yes_minus_no']:.3f}")

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Safetensors

Model size

9B params

Tensor type

BF16

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Video-Text-to-Text

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Base model

Qwen/Qwen3-VL-8B-Instruct

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