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Then gradually converges to a better and stable reasoning policy. For all evaluations, we follow the decoding configuration used in the official Qwen2. Some examples are as follows. The Video-Rk. The script for training the obtained Qwen2. There was an error while loading.

Watch gay hairy big dick solo porn videos. You signed in with another tab or window. After applying basic rule-based filtering to remove low-quality or inconsistent outputs, we obtain a high-quality CoT dataset, Video-R1-COT k.

These results indicate the importance of training models to reason over more frames. Our code is compatible with the following version, please download at here. Due to current computational resource limitations, we train the model for only 1. For example, Video-RB attains a To overcome the scarcity of high-quality video reasoning training data, we strategically introduce image-based reasoning data as part of training data.

This highlights the necessity of explicit reasoning capability in solving video tasks, and confirms the effectiveness of reinforcement learning for video tasks. Our Video-RB obtain strong performance on several video reasoning benchmarks.

We guess this is because the model initially discards its previous, potentially sub-optimal reasoning style. To facilitate an effective SFT cold start, we leverage Qwen2. Please reload this page. The accuracy reward exhibits a generally upward trend, indicating that the model continuously improves its ability to produce correct answers under RL.

Interestingly, the response length curve first drops at the beginning of RL training, then gradually increases. We collect data from a variety of public datasets and carefully sample and balance the proportion of each subset. Explore tons of XXX movies with gay sex scenes in on xHamster!.

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Video-R1 significantly outperforms previous models across most benchmarks. Reload to refresh your session. For efficiency considerations, we limit the maximum number of video frames to 16 during training. Besides, although the model is trained using only 16 frames, we find that evaluating on more frames e.