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Remove training section

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@@ -21,17 +21,6 @@ LoRA adapter for [nvidia/audio-flamingo-next-think-hf](https://huggingface.co/nv
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  - **Paper:** [Audio-R1: Audio Reasoning through Reinforcement Learning on Self-Supervised Tasks](https://arxiv.org/abs/2610.34609)
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  - **Project page:** https://ijihoon98.github.io/Audio-R1/
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- ## Training
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- | | |
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- |---|---|
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- | Method | GRPO (ms-swift), 8 rollouts per prompt, temperature 0.8, β = 0.04 |
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- | Tasks | Identity Detection + Region Inpainting (joint, 2 tasks; Temporal Ordering is left out for this backbone, see the paper's appendix) |
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- | Rewards | think-format guard + answer-letter correctness |
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- | Audio sources | LibriSpeech, VoxCeleb2, MELD, CoVoST2 (en/zh), multi-speaker mixtures, AF-Think |
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- | LoRA | r = 8, α = 32, dropout 0.05, language model + audio projector; audio encoder frozen |
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- | Optimization | lr 5e-6, 1 epoch, 1,906 steps, effective batch 32 prompts |
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  ## Usage
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  ```python
 
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  - **Paper:** [Audio-R1: Audio Reasoning through Reinforcement Learning on Self-Supervised Tasks](https://arxiv.org/abs/2610.34609)
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  - **Project page:** https://ijihoon98.github.io/Audio-R1/
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  ## Usage
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  ```python