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  ## Ranked #1 on the Vidore benchmark (as of February 11, 2025). The reported scores are on the [Vidore Leaderboard](https://huggingface.co/spaces/vidore/vidore-leaderboard).
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- ### This is the base version trained on 4xA100 80GB with per_device_batch_size=128 and gradient_accumulation_steps=2 for 5 epoch.
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  ColQwen is a model based on a novel model architecture and training strategy based on Vision Language Models (VLMs) to efficiently index documents from their visual features.
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  It is a [Qwen2.5-VL-3B](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct) extension that generates [ColBERT](https://arxiv.org/abs/2004.12832)- style multi-vector representations of text and images.
 
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  ## Ranked #1 on the Vidore benchmark (as of February 11, 2025). The reported scores are on the [Vidore Leaderboard](https://huggingface.co/spaces/vidore/vidore-leaderboard).
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+ ### This is the base version trained on 4xA100 80GB with per_device_batch_size=64 and gradient_accumulation_steps=2 for 5 epoch.
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  ColQwen is a model based on a novel model architecture and training strategy based on Vision Language Models (VLMs) to efficiently index documents from their visual features.
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  It is a [Qwen2.5-VL-3B](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct) extension that generates [ColBERT](https://arxiv.org/abs/2004.12832)- style multi-vector representations of text and images.