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README.md
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- **A Powerful & Versatile Tool**: Guided by our benchmark, we developed the **EditScore** model series. Through meticulous data curation and an effective self-ensembling strategy, EditScore sets a new state of the art for open-source reward models, even surpassing the accuracy of leading proprietary VLMs.
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<em>Benchmark results on EditReward-Bench.</em>
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This repository releases both the **EditScore** models and the **EditReward-Bench** dataset to facilitate future research in reward modeling, policy optimization, and AI-driven model improvement.
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<em>EditScore as a superior reward signal for image editing.</em>
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<img src="assets/logo.png" width="65%">
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<p align="center">
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- **A Powerful & Versatile Tool**: Guided by our benchmark, we developed the **EditScore** model series. Through meticulous data curation and an effective self-ensembling strategy, EditScore sets a new state of the art for open-source reward models, even surpassing the accuracy of leading proprietary VLMs.
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<p align="center">
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<img src="assets/table_reward_model_results.png" width="95%">
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<br>
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<em>Benchmark results on EditReward-Bench.</em>
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</p>
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This repository releases both the **EditScore** models and the **EditReward-Bench** dataset to facilitate future research in reward modeling, policy optimization, and AI-driven model improvement.
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<p align="center">
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<img src="assets/figure_edit_results.png" width="95%">
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<br>
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<em>EditScore as a superior reward signal for image editing.</em>
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</p>
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