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README.md
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---
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license: apache-2.0
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language:
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- en
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tags:
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- video-language-model
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- long-video-understanding
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- reinforcement-learning
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- self-correction
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- reflection
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- qwen2.5-vl
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---
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# Reflect-R1
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Model checkpoints for **Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding**.
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- Paper: https://arxiv.org/abs/2606.27922
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- Code: https://github.com/ShuimuChen-hyq/Reflect-R1
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- Data: https://huggingface.co/datasets/CSDDSFSFSAFSAF/Reflect-R1-data
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## Checkpoints
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```text
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Reflect-R1-SFT-6000/ Cold-start SFT checkpoint.
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Reflect-R1-GRPO-Final/ Final SD-GRPO checkpoint.
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```
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Both checkpoints are based on Qwen2.5-VL-7B and include sharded `safetensors` weights together with the corresponding tokenizer and processor configuration files.
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## Citation
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```bibtex
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@article{chen2026reflectr1,
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title = {Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding},
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author = {Shuimu Chen and Yuteng Chen and Yuanshen Guan and Zebang Cheng and Zeyu Zhang and Shengqian Qin and Bin Xia and Jiaran Li and Wenming Yang and Fei Ma},
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journal = {arXiv preprint arXiv:2606.27922},
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year = {2026}
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}
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```
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