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## 🙏 Acknowledgement
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We thank the open-source community and toolchain that enabled this work, including (non-exhaustive): **Qwen3** models (teacher-model, embedding-model, base-model), **DeepSeek-R1** (data synthesis), **ROLL** (RLVR reward/infra), **math-verify** (answer verification), and community datasets
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## 🙏 Acknowledgement
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We thank the open-source community and toolchain that enabled this work, including (non-exhaustive): **Qwen3** models (teacher-model, embedding-model, base-model), **DeepSeek-R1** (data synthesis), **ROLL** (RLVR reward/infra), **math-verify** (answer verification), and community datasets listed in the technical report.
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