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(docs): update readme 0825.
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‎README.md‎

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@@ -35,19 +35,19 @@ Leveraging a multi-role distributed architecture with Ray for flexible resource
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## 📢 News
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| 📣 Updates |
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|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **[08/13/2025]** 🎉 ROLL supports AMD GPUs with out-of-box image docker and Dockerfile and specific yamls under `examples/` directory. Please refer to [Installation](https://alibaba.github.io/ROLL/docs/English/QuickStart/installation). |
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| **[08/11/2025]** 🎉 Our Paper released, see [Part I: Tricks or Traps? A Deep Dive into RL for LLM Reasoning](https://arxiv.org/abs/2508.08221). |
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| **[08/10/2025]** 🎉 Agentic RL supports [stepwise learning](examples/qwen2.5-0.5B-agentic/agent_val_frozen_lake_gigpo.yaml), like [GiGPO](https://arxiv.org/abs/2505.10978); Distill supports [VLM](examples/qwen2.5-vl-7B-distill/distill_vl_megatron.yaml). Explore the new capabilities! |
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| **[08/06/2025]** 🎉 ROLL PPT is now available, [Slides](assets/ROLL%20高效且用户友好的大模型RL训练框架.pdf). |
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| **[07/31/2025]** 🎉 Refactor agentic rl design. Support agentic rl [async training](examples/qwen2.5-0.5B-agentic/agent_val_frozen_lake_async.yaml). Explore the new capabilities! |
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| **[07/31/2025]** 🎉 Support [DistillPipeline](examples/qwen2.5-7B-distill_megatron/run_distill_pipeline.sh)/[DpoPipeline](examples/qwen2.5-3B-dpo_megatron/run_dpo_pipeline.sh). Support [lora](examples/qwen2.5-7B-rlvr_megatron/rlvr_lora_zero3.yaml). Support [GSPO](https://arxiv.org/abs/2507.18071) |
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| **[06/25/2025]** 🎉 Support thread env for env scaling and support qwen2.5 VL agentic pipeline. |
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| **[06/13/2025]** 🎉 Support Qwen2.5 VL rlvr pipeline and upgrade mcore to 0.12 version. |
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| **[06/09/2025]** 🎉 ROLL tech report is now available! Access the report [here](https://arxiv.org/abs/2506.06122). |
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| **[06/08/2025]** 🎉Supports Qwen3(8B/14B/32B), Qwen3-MoE(30A3/235A22), Qwen2.5(7B/14B/32B/72B) LLM models. |
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| **[05/30/2025]** 🎉 Training RLVR and Agentic RL with ROLL is now available! Explore the new capabilities. |
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| 📣 Updates |
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|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **[08/13/2025]** 🎉 ROLL supports AMD GPUs with out-of-box image docker and Dockerfile and specific yamls under `examples/` directory. Please refer to [Installation](https://alibaba.github.io/ROLL/docs/English/QuickStart/installation). |
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| **[08/11/2025]** 🎉 Our Paper released, see [Part I: Tricks or Traps? A Deep Dive into RL for LLM Reasoning](https://arxiv.org/abs/2508.08221). |
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| **[08/10/2025]** 🎉 Agentic RL supports [stepwise learning](examples/qwen2.5-0.5B-agentic/agent_val_frozen_lake_gigpo.yaml), like [GiGPO](https://arxiv.org/abs/2505.10978); Distill supports [VLM](examples/qwen2.5-vl-7B-distill/distill_vl_megatron.yaml). Explore the new capabilities! |
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| **[08/06/2025]** 🎉 ROLL PPT is now available, [Slides](assets/ROLL%20高效且用户友好的大模型RL训练框架.pdf). |
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| **[07/31/2025]** 🎉 Refactor agentic rl design. Support agentic rl [async training](examples/qwen2.5-0.5B-agentic/agent_val_frozen_lake_async.yaml). Explore the new capabilities! |
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| **[07/31/2025]** 🎉 Support [DistillPipeline](examples/qwen2.5-7B-distill_megatron/run_distill_pipeline.sh)/[DpoPipeline](examples/qwen2.5-3B-dpo_megatron/run_dpo_pipeline.sh). Support [lora](examples/qwen2.5-7B-rlvr_megatron/rlvr_lora_zero3.yaml). Support [GSPO](https://arxiv.org/abs/2507.18071) |
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| **[06/25/2025]** 🎉 Support thread env for env scaling and support [qwen2.5 VL agentic pipeline](examples/qwen2.5-vl-3B-agentic/agentic_val_sokoban.yaml). |
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| **[06/13/2025]** 🎉 Support [Qwen2.5 VL rlvr pipeline](examples/qwen2.5-vl-7B-rlvr/rlvr_megatron.yaml) and upgrade mcore to 0.12 version. |
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| **[06/09/2025]** 🎉 ROLL tech report is now available! Access the report [here](https://arxiv.org/abs/2506.06122). |
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| **[06/08/2025]** 🎉Supports Qwen3([8B](examples/qwen3-8B-rlvr_megatron/rlvr_config.yaml)/14B/32B), Qwen3-MoE([30A3](examples/qwen3-30BA3B-rlvr_megatron/rlvr_config.yaml)/[235A22](examples/qwen3-235BA22B-rlvr_megatron/rlvr_config.yaml)), Qwen2.5([7B](examples/qwen2.5-7B-rlvr_megatron/rlvr_config.yaml)/14B/32B/72B) LLM models. |
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| **[05/30/2025]** 🎉 Training [RLVR](examples/qwen2.5-7B-rlvr_megatron/rlvr_config.yaml) and [Agentic RL](examples/qwen2.5-0.5B-agentic/agent_val_frozen_lake.yaml) with ROLL is now available! Explore the new capabilities. |
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