重命名: deepseek论文md加_abstract后缀, 消除与pdf同名冲突(修复SilverBullet 404)

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 | # | 论文 | arXiv | 发布日期 | 类别 |
 |---|---|---|---|---|
-| 1 | [DeepSeek LLM: Scaling Open-Source Language Models with Longtermism](01-基础模型/01-DeepSeek-LLM-2401.02954.md) | [2401.02954](https://arxiv.org/abs/2401.02954) | 5 Jan 2024 | 基础模型 |
+| 1 | [DeepSeek LLM: Scaling Open-Source Language Models with Longtermism](01-基础模型/01-DeepSeek-LLM-2401.02954_abstract.md) | [2401.02954](https://arxiv.org/abs/2401.02954) | 5 Jan 2024 | 基础模型 |
-| 2 | [DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models](01-基础模型/02-DeepSeekMoE-2401.06066.md) | [2401.06066](https://arxiv.org/abs/2401.06066) | 11 Jan 2024 | 基础模型 |
+| 2 | [DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models](01-基础模型/02-DeepSeekMoE-2401.06066_abstract.md) | [2401.06066](https://arxiv.org/abs/2401.06066) | 11 Jan 2024 | 基础模型 |
-| 3 | [DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model](01-基础模型/03-DeepSeek-V2-2405.04434.md) | [2405.04434](https://arxiv.org/abs/2405.04434) | 7 May 2024 | 基础模型 |
+| 3 | [DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model](01-基础模型/03-DeepSeek-V2-2405.04434_abstract.md) | [2405.04434](https://arxiv.org/abs/2405.04434) | 7 May 2024 | 基础模型 |
-| 4 | [DeepSeek-V3 Technical Report](01-基础模型/04-DeepSeek-V3-2412.19437.md) | [2412.19437](https://arxiv.org/abs/2412.19437) | 27 Dec 2024 | 基础模型 |
+| 4 | [DeepSeek-V3 Technical Report](01-基础模型/04-DeepSeek-V3-2412.19437_abstract.md) | [2412.19437](https://arxiv.org/abs/2412.19437) | 27 Dec 2024 | 基础模型 |
-| 5 | [DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models](01-基础模型/05-DeepSeek-V3.2-2512.02556.md) | [2512.02556](https://arxiv.org/abs/2512.02556) | 2 Dec 2025 | 基础模型 |
+| 5 | [DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models](01-基础模型/05-DeepSeek-V3.2-2512.02556_abstract.md) | [2512.02556](https://arxiv.org/abs/2512.02556) | 2 Dec 2025 | 基础模型 |
-| 6 | [DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence](01-基础模型/06-DeepSeek-V4-2606.19348.md) | [2606.19348](https://arxiv.org/abs/2606.19348) | 26 Apr 2026 | 基础模型 |
+| 6 | [DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence](01-基础模型/06-DeepSeek-V4-2606.19348_abstract.md) | [2606.19348](https://arxiv.org/abs/2606.19348) | 26 Apr 2026 | 基础模型 |
-| 7 | [DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression](01-基础模型/07-DeepSeek-V4.1-Flash-2609.19969.md) | [2609.19969](https://arxiv.org/abs/2609.19969) | 17 Sep 2026 | 基础模型 |
+| 7 | [DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression](01-基础模型/07-DeepSeek-V4.1-Flash-2609.19969_abstract.md) | [2609.19969](https://arxiv.org/abs/2609.19969) | 17 Sep 2026 | 基础模型 |
-| 8 | [DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence](02-代码模型/01-DeepSeek-Coder-2401.14196.md) | [2401.14196](https://arxiv.org/abs/2401.14196) | 25 Jan 2024 | 代码模型 |
+| 8 | [DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence](02-代码模型/01-DeepSeek-Coder-2401.14196_abstract.md) | [2401.14196](https://arxiv.org/abs/2401.14196) | 25 Jan 2024 | 代码模型 |
-| 9 | [DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence](02-代码模型/02-DeepSeek-Coder-V2-2406.11931.md) | [2406.11931](https://arxiv.org/abs/2406.11931) | 17 Jun 2024 | 代码模型 |
+| 9 | [DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence](02-代码模型/02-DeepSeek-Coder-V2-2406.11931_abstract.md) | [2406.11931](https://arxiv.org/abs/2406.11931) | 17 Jun 2024 | 代码模型 |
-| 10 | [CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction](02-代码模型/03-CodeIO-2502.07316.md) | [2502.07316](https://arxiv.org/abs/2502.07316) | 11 Feb 2025 | 代码模型 |
+| 10 | [CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction](02-代码模型/03-CodeIO-2502.07316_abstract.md) | [2502.07316](https://arxiv.org/abs/2502.07316) | 11 Feb 2025 | 代码模型 |
-| 11 | [DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models](03-数学模型/01-DeepSeekMath-2402.03300.md) | [2402.03300](https://arxiv.org/abs/2402.03300) | 5 Feb 2024 | 数学模型 |
+| 11 | [DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models](03-数学模型/01-DeepSeekMath-2402.03300_abstract.md) | [2402.03300](https://arxiv.org/abs/2402.03300) | 5 Feb 2024 | 数学模型 |
-| 12 | [DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning](03-数学模型/02-DeepSeekMath-V2-2511.22570.md) | [2511.22570](https://arxiv.org/abs/2511.22570) | 27 Nov 2025 | 数学模型 |
+| 12 | [DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning](03-数学模型/02-DeepSeekMath-V2-2511.22570_abstract.md) | [2511.22570](https://arxiv.org/abs/2511.22570) | 27 Nov 2025 | 数学模型 |
-| 13 | [DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning](04-推理模型/01-DeepSeek-R1-2501.12948.md) | [2501.12948](https://arxiv.org/abs/2501.12948) | 22 Jan 2025 | 推理模型 |
+| 13 | [DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning](04-推理模型/01-DeepSeek-R1-2501.12948_abstract.md) | [2501.12948](https://arxiv.org/abs/2501.12948) | 22 Jan 2025 | 推理模型 |
-| 14 | [DeepSeek-VL: Towards Real-World Vision-Language Understanding](05-多模态/01-DeepSeek-VL-2403.05525.md) | [2403.05525](https://arxiv.org/abs/2403.05525) | 8 Mar 2024 | 多模态 |
+| 14 | [DeepSeek-VL: Towards Real-World Vision-Language Understanding](05-多模态/01-DeepSeek-VL-2403.05525_abstract.md) | [2403.05525](https://arxiv.org/abs/2403.05525) | 8 Mar 2024 | 多模态 |
-| 15 | [Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation](05-多模态/02-Janus-2410.13848.md) | [2410.13848](https://arxiv.org/abs/2410.13848) | 17 Oct 2024 | 多模态 |
+| 15 | [Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation](05-多模态/02-Janus-2410.13848_abstract.md) | [2410.13848](https://arxiv.org/abs/2410.13848) | 17 Oct 2024 | 多模态 |
-| 16 | [DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding](05-多模态/03-DeepSeek-VL2-2412.10302.md) | [2412.10302](https://arxiv.org/abs/2412.10302) | 13 Dec 2024 | 多模态 |
+| 16 | [DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding](05-多模态/03-DeepSeek-VL2-2412.10302_abstract.md) | [2412.10302](https://arxiv.org/abs/2412.10302) | 13 Dec 2024 | 多模态 |
-| 17 | [Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling](05-多模态/04-Janus-Pro-2501.17811.md) | [2501.17811](https://arxiv.org/abs/2501.17811) | 29 Jan 2025 | 多模态 |
+| 17 | [Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling](05-多模态/04-Janus-Pro-2501.17811_abstract.md) | [2501.17811](https://arxiv.org/abs/2501.17811) | 29 Jan 2025 | 多模态 |
-| 18 | [DeepSeek-OCR: Contexts Optical Compression](05-多模态/05-DeepSeek-OCR-2510.18234.md) | [2510.18234](https://arxiv.org/abs/2510.18234) | 21 Oct 2025 | 多模态 |
+| 18 | [DeepSeek-OCR: Contexts Optical Compression](05-多模态/05-DeepSeek-OCR-2510.18234_abstract.md) | [2510.18234](https://arxiv.org/abs/2510.18234) | 21 Oct 2025 | 多模态 |
-| 19 | [DeepSeek-OCR 2: Visual Causal Flow](05-多模态/06-DeepSeek-OCR-2-2601.20552.md) | [2601.20552](https://arxiv.org/abs/2601.20552) | 28 Jan 2026 | 多模态 |
+| 19 | [DeepSeek-OCR 2: Visual Causal Flow](05-多模态/06-DeepSeek-OCR-2-2601.20552_abstract.md) | [2601.20552](https://arxiv.org/abs/2601.20552) | 28 Jan 2026 | 多模态 |
-| 20 | [JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation](05-多模态/07-JanusFlow-2411.07975.md) | [2411.07975](https://arxiv.org/abs/2411.07975) | 12 Nov 2024 | 多模态 |
+| 20 | [JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation](05-多模态/07-JanusFlow-2411.07975_abstract.md) | [2411.07975](https://arxiv.org/abs/2411.07975) | 12 Nov 2024 | 多模态 |
-| 21 | [DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior](05-多模态/08-DreamCraft3D-2310.16818.md) | [2310.16818](https://arxiv.org/abs/2310.16818) | 25 Oct 2023 | 多模态 |
+| 21 | [DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior](05-多模态/08-DreamCraft3D-2310.16818_abstract.md) | [2310.16818](https://arxiv.org/abs/2310.16818) | 25 Oct 2023 | 多模态 |
-| 22 | [DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data](06-形式化证明/01-DeepSeek-Prover-2405.14333.md) | [2405.14333](https://arxiv.org/abs/2405.14333) | 23 May 2024 | 形式化证明 |
+| 22 | [DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data](06-形式化证明/01-DeepSeek-Prover-2405.14333_abstract.md) | [2405.14333](https://arxiv.org/abs/2405.14333) | 23 May 2024 | 形式化证明 |
-| 23 | [DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search](06-形式化证明/02-DeepSeek-Prover-V1.5-2408.08152.md) | [2408.08152](https://arxiv.org/abs/2408.08152) | 15 Aug 2024 | 形式化证明 |
+| 23 | [DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search](06-形式化证明/02-DeepSeek-Prover-V1.5-2408.08152_abstract.md) | [2408.08152](https://arxiv.org/abs/2408.08152) | 15 Aug 2024 | 形式化证明 |
-| 24 | [DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition](06-形式化证明/03-DeepSeek-Prover-V2-2504.21801.md) | [2504.21801](https://arxiv.org/abs/2504.21801) | 30 Apr 2025 | 形式化证明 |
+| 24 | [DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition](06-形式化证明/03-DeepSeek-Prover-V2-2504.21801_abstract.md) | [2504.21801](https://arxiv.org/abs/2504.21801) | 30 Apr 2025 | 形式化证明 |
-| 25 | [mHC: Manifold-Constrained Hyper-Connections](07-架构/01-mHC-2512.24880.md) | [2512.24880](https://arxiv.org/abs/2512.24880) | 31 Dec 2025 | 架构 |
+| 25 | [mHC: Manifold-Constrained Hyper-Connections](07-架构/01-mHC-2512.24880_abstract.md) | [2512.24880](https://arxiv.org/abs/2512.24880) | 31 Dec 2025 | 架构 |
-| 26 | [Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models](07-架构/02-Engram-条件记忆-2601.07372.md) | [2601.07372](https://arxiv.org/abs/2601.07372) | 12 Jan 2026 | 架构 |
+| 26 | [Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models](07-架构/02-Engram-条件记忆-2601.07372_abstract.md) | [2601.07372](https://arxiv.org/abs/2601.07372) | 12 Jan 2026 | 架构 |
-| 27 | [Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention](07-架构/03-NSA-原生稀疏注意力-2502.11089.md) | [2502.11089](https://arxiv.org/abs/2502.11089) | 16 Feb 2025 | 架构 |
+| 27 | [Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention](07-架构/03-NSA-原生稀疏注意力-2502.11089_abstract.md) | [2502.11089](https://arxiv.org/abs/2502.11089) | 16 Feb 2025 | 架构 |
-| 28 | [Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts](07-架构/04-Aux-Loss-Free-Load-Balancing-2408.15664.md) | [2408.15664](https://arxiv.org/abs/2408.15664) | 28 Aug 2024 | 架构 |
+| 28 | [Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts](07-架构/04-Aux-Loss-Free-Load-Balancing-2408.15664_abstract.md) | [2408.15664](https://arxiv.org/abs/2408.15664) | 28 Aug 2024 | 架构 |
-| 29 | [Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models](08-训练方法/01-ESFT-专家专精微调-2407.01906.md) | [2407.01906](https://arxiv.org/abs/2407.01906) | 2 Jul 2024 | 训练方法 |
+| 29 | [Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models](08-训练方法/01-ESFT-专家专精微调-2407.01906_abstract.md) | [2407.01906](https://arxiv.org/abs/2407.01906) | 2 Jul 2024 | 训练方法 |
-| 30 | [Inference-Time Scaling for Generalist Reward Modeling](08-训练方法/02-DeepSeek-GRM-2504.02495.md) | [2504.02495](https://arxiv.org/abs/2504.02495) | 3 Apr 2025 | 训练方法 |
+| 30 | [Inference-Time Scaling for Generalist Reward Modeling](08-训练方法/02-DeepSeek-GRM-2504.02495_abstract.md) | [2504.02495](https://arxiv.org/abs/2504.02495) | 3 Apr 2025 | 训练方法 |
-| 31 | [Fire-Flyer AI-HPC: A Cost-Effective Software-Hardware Co-Design for Deep Learning](09-基础设施/01-Fire-Flyer-AI-HPC-2408.14158.md) | [2408.14158](https://arxiv.org/abs/2408.14158) | 26 Aug 2024 | 基础设施 |
+| 31 | [Fire-Flyer AI-HPC: A Cost-Effective Software-Hardware Co-Design for Deep Learning](09-基础设施/01-Fire-Flyer-AI-HPC-2408.14158_abstract.md) | [2408.14158](https://arxiv.org/abs/2408.14158) | 26 Aug 2024 | 基础设施 |
-| 32 | [Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures](09-基础设施/02-Insights-into-DeepSeek-V3-2505.09343.md) | [2505.09343](https://arxiv.org/abs/2505.09343) | 14 May 2025 | 基础设施 |
+| 32 | [Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures](09-基础设施/02-Insights-into-DeepSeek-V3-2505.09343_abstract.md) | [2505.09343](https://arxiv.org/abs/2505.09343) | 14 May 2025 | 基础设施 |
-| 33 | [DualPath: Breaking the Storage Bandwidth Bottleneck in Agentic LLM Inference](09-基础设施/03-DualPath-2602.21548.md) | [2602.21548](https://arxiv.org/abs/2602.21548) | 25 Feb 2026 | 基础设施 |
+| 33 | [DualPath: Breaking the Storage Bandwidth Bottleneck in Agentic LLM Inference](09-基础设施/03-DualPath-2602.21548_abstract.md) | [2602.21548](https://arxiv.org/abs/2602.21548) | 25 Feb 2026 | 基础设施 |
 ---
@@ -102,49 +102,49 @@
 - **arXiv**：2401.02954 ｜ **发布**：5 Jan 2024
 - **作者**：DeepSeek-AI : Xiao Bi , Deli Chen , Guanting Chen , Shanhuang Chen , Damai Dai , Chengqi Deng , Honghui Ding , Kai Dong , Qiushi Du , Zhe Fu , Huazuo Gao , Kaige Gao , Wenjun Gao , Ruiqi Ge , Kang Guan , Daya Guo , Jianzhong Guo , Guangbo Hao , Zhewen Hao , Ying He , Wenjie Hu , Panpan Huang , Erhan…
 - **原文 PDF**：[01-DeepSeek-LLM-2401.02954.pdf](01-基础模型/01-DeepSeek-LLM-2401.02954.pdf)
- **中文翻译**：[01-DeepSeek-LLM-2401.02954.md](01-基础模型/01-DeepSeek-LLM-2401.02954.md)
+- **中文翻译**：[01-DeepSeek-LLM-2401.02954_abstract.md](01-基础模型/01-DeepSeek-LLM-2401.02954_abstract.md)
 ### DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
 - **arXiv**：2401.06066 ｜ **发布**：11 Jan 2024
 - **作者**：Damai Dai , Chengqi Deng , Chenggang Zhao , R.X. Xu , Huazuo Gao , Deli Chen , Jiashi Li , Wangding Zeng , Xingkai Yu , Y. Wu , Zhenda Xie , Y.K. Li , Panpan Huang , Fuli Luo , Chong Ruan , Zhifang Sui , Wenfeng Liang
 - **原文 PDF**：[02-DeepSeekMoE-2401.06066.pdf](01-基础模型/02-DeepSeekMoE-2401.06066.pdf)
- **中文翻译**：[02-DeepSeekMoE-2401.06066.md](01-基础模型/02-DeepSeekMoE-2401.06066.md)
+- **中文翻译**：[02-DeepSeekMoE-2401.06066_abstract.md](01-基础模型/02-DeepSeekMoE-2401.06066_abstract.md)
 ### DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
 - **arXiv**：2405.04434 ｜ **发布**：7 May 2024
 - **作者**：DeepSeek-AI , Aixin Liu , Bei Feng , Bin Wang , Bingxuan Wang , Bo Liu , Chenggang Zhao , Chengqi Dengr , Chong Ruan , Damai Dai , Daya Guo , Dejian Yang , Deli Chen , Dongjie Ji , Erhang Li , Fangyun Lin , Fuli Luo , Guangbo Hao , Guanting Chen , Guowei Li , H. Zhang , Hanwei Xu , Hao Yang , Haowei…
 - **原文 PDF**：[03-DeepSeek-V2-2405.04434.pdf](01-基础模型/03-DeepSeek-V2-2405.04434.pdf)
- **中文翻译**：[03-DeepSeek-V2-2405.04434.md](01-基础模型/03-DeepSeek-V2-2405.04434.md)
+- **中文翻译**：[03-DeepSeek-V2-2405.04434_abstract.md](01-基础模型/03-DeepSeek-V2-2405.04434_abstract.md)
 ### DeepSeek-V3 Technical Report
 - **arXiv**：2412.19437 ｜ **发布**：27 Dec 2024
 - **作者**：DeepSeek-AI , Aixin Liu , Bei Feng , Bing Xue , Bingxuan Wang , Bochao Wu , Chengda Lu , Chenggang Zhao , Chengqi Deng , Chenyu Zhang , Chong Ruan , Damai Dai , Daya Guo , Dejian Yang , Deli Chen , Dongjie Ji , Erhang Li , Fangyun Lin , Fucong Dai , Fuli Luo , Guangbo Hao , Guanting Chen , Guowei Li…
 - **原文 PDF**：[04-DeepSeek-V3-2412.19437.pdf](01-基础模型/04-DeepSeek-V3-2412.19437.pdf)
- **中文翻译**：[04-DeepSeek-V3-2412.19437.md](01-基础模型/04-DeepSeek-V3-2412.19437.md)
+- **中文翻译**：[04-DeepSeek-V3-2412.19437_abstract.md](01-基础模型/04-DeepSeek-V3-2412.19437_abstract.md)
 ### DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
 - **arXiv**：2512.02556 ｜ **发布**：2 Dec 2025
 - **作者**：DeepSeek-AI , Aixin Liu , Aoxue Mei , Bangcai Lin , Bing Xue , Bingxuan Wang , Bingzheng Xu , Bochao Wu , Bowei Zhang , Chaofan Lin , Chen Dong , Chengda Lu , Chenggang Zhao , Chengqi Deng , Chenhao Xu , Chong Ruan , Damai Dai , Daya Guo , Dejian Yang , Deli Chen , Erhang Li , Fangqi Zhou , Fangyun …
 - **原文 PDF**：[05-DeepSeek-V3.2-2512.02556.pdf](01-基础模型/05-DeepSeek-V3.2-2512.02556.pdf)
- **中文翻译**：[05-DeepSeek-V3.2-2512.02556.md](01-基础模型/05-DeepSeek-V3.2-2512.02556.md)
+- **中文翻译**：[05-DeepSeek-V3.2-2512.02556_abstract.md](01-基础模型/05-DeepSeek-V3.2-2512.02556_abstract.md)
 ### DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
 - **arXiv**：2606.19348 ｜ **发布**：26 Apr 2026
 - **作者**：DeepSeek-AI , Anyi Xu , Bangcai Lin , Bing Xue , Bingxuan Wang , Bingzheng Xu , Bochao Wu , Bowei Zhang , Chaofan Lin , Chen Dong , Chenchen Ling , Chengda Lu , Chenggang Zhao , Chengqi Deng , Chengyu Hou , Chenhao Xu , Chenze Shao , Chong Ruan , Conner Sun , Damai Dai , Daya Guo , Dejian Yang , Del…
 - **原文 PDF**：[06-DeepSeek-V4-2606.19348.pdf](01-基础模型/06-DeepSeek-V4-2606.19348.pdf)
- **中文翻译**：[06-DeepSeek-V4-2606.19348.md](01-基础模型/06-DeepSeek-V4-2606.19348.md)
+- **中文翻译**：[06-DeepSeek-V4-2606.19348_abstract.md](01-基础模型/06-DeepSeek-V4-2606.19348_abstract.md)
 ### DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression
 - **arXiv**：2609.19969 ｜ **发布**：17 Sep 2026
 - **作者**：DeepSeek-AI : Anyi Xu , B. Li , Bangcai Lin , Bing Xue , BingCheng Xian , Bingzheng Xu , Bochao Wu , Bowei Zhang , Boyi Deng , C.C. Yu , Chao Jin , Chaofan Lin , Chen Dong , Chenbing Wang , Chenfan Feng , Chengda Lu , Chenggang Zhao , Chengqi Deng , Chengyuan Zhang , Chenhao Xu , Chenqi Zhao , Chenz…
 - **原文 PDF**：[07-DeepSeek-V4.1-Flash-2609.19969.pdf](01-基础模型/07-DeepSeek-V4.1-Flash-2609.19969.pdf)
- **中文翻译**：[07-DeepSeek-V4.1-Flash-2609.19969.md](01-基础模型/07-DeepSeek-V4.1-Flash-2609.19969.md)
+- **中文翻译**：[07-DeepSeek-V4.1-Flash-2609.19969_abstract.md](01-基础模型/07-DeepSeek-V4.1-Flash-2609.19969_abstract.md)
 ## 代码模型
@@ -156,21 +156,21 @@
 - **arXiv**：2401.14196 ｜ **发布**：25 Jan 2024
 - **作者**：Daya Guo , Qihao Zhu , Dejian Yang , Zhenda Xie , Kai Dong , Wentao Zhang , Guanting Chen , Xiao Bi , Y. Wu , Y.K. Li , Fuli Luo , Yingfei Xiong , Wenfeng Liang
 - **原文 PDF**：[01-DeepSeek-Coder-2401.14196.pdf](02-代码模型/01-DeepSeek-Coder-2401.14196.pdf)
- **中文翻译**：[01-DeepSeek-Coder-2401.14196.md](02-代码模型/01-DeepSeek-Coder-2401.14196.md)
+- **中文翻译**：[01-DeepSeek-Coder-2401.14196_abstract.md](02-代码模型/01-DeepSeek-Coder-2401.14196_abstract.md)
 ### DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
 - **arXiv**：2406.11931 ｜ **发布**：17 Jun 2024
 - **作者**：DeepSeek-AI , Qihao Zhu , Daya Guo , Zhihong Shao , Dejian Yang , Peiyi Wang , Runxin Xu , Y. Wu , Yukun Li , Huazuo Gao , Shirong Ma , Wangding Zeng , Xiao Bi , Zihui Gu , Hanwei Xu , Damai Dai , Kai Dong , Liyue Zhang , Yishi Piao , Zhibin Gou , Zhenda Xie , Zhewen Hao , Bingxuan Wang , Junxiao So…
 - **原文 PDF**：[02-DeepSeek-Coder-V2-2406.11931.pdf](02-代码模型/02-DeepSeek-Coder-V2-2406.11931.pdf)
- **中文翻译**：[02-DeepSeek-Coder-V2-2406.11931.md](02-代码模型/02-DeepSeek-Coder-V2-2406.11931.md)
+- **中文翻译**：[02-DeepSeek-Coder-V2-2406.11931_abstract.md](02-代码模型/02-DeepSeek-Coder-V2-2406.11931_abstract.md)
 ### CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction
 - **arXiv**：2502.07316 ｜ **发布**：11 Feb 2025
 - **作者**：Junlong Li , Daya Guo , Dejian Yang , Runxin Xu , Yu Wu , Junxian He
 - **原文 PDF**：[03-CodeIO-2502.07316.pdf](02-代码模型/03-CodeIO-2502.07316.pdf)
- **中文翻译**：[03-CodeIO-2502.07316.md](02-代码模型/03-CodeIO-2502.07316.md)
+- **中文翻译**：[03-CodeIO-2502.07316_abstract.md](02-代码模型/03-CodeIO-2502.07316_abstract.md)
 ## 数学模型
@@ -182,14 +182,14 @@
 - **arXiv**：2402.03300 ｜ **发布**：5 Feb 2024
 - **作者**：Zhihong Shao , Peiyi Wang , Qihao Zhu , Runxin Xu , Junxiao Song , Xiao Bi , Haowei Zhang , Mingchuan Zhang , Y.K. Li , Y. Wu , Daya Guo
 - **原文 PDF**：[01-DeepSeekMath-2402.03300.pdf](03-数学模型/01-DeepSeekMath-2402.03300.pdf)
- **中文翻译**：[01-DeepSeekMath-2402.03300.md](03-数学模型/01-DeepSeekMath-2402.03300.md)
+- **中文翻译**：[01-DeepSeekMath-2402.03300_abstract.md](03-数学模型/01-DeepSeekMath-2402.03300_abstract.md)
 ### DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning
 - **arXiv**：2511.22570 ｜ **发布**：27 Nov 2025
 - **作者**：Zhihong Shao , Yuxiang Luo , Chengda Lu , Z.Z. Ren , Jiewen Hu , Tian Ye , Zhibin Gou , Shirong Ma , Xiaokang Zhang
 - **原文 PDF**：[02-DeepSeekMath-V2-2511.22570.pdf](03-数学模型/02-DeepSeekMath-V2-2511.22570.pdf)
- **中文翻译**：[02-DeepSeekMath-V2-2511.22570.md](03-数学模型/02-DeepSeekMath-V2-2511.22570.md)
+- **中文翻译**：[02-DeepSeekMath-V2-2511.22570_abstract.md](03-数学模型/02-DeepSeekMath-V2-2511.22570_abstract.md)
 ## 推理模型
@@ -201,7 +201,7 @@
 - **arXiv**：2501.12948 ｜ **发布**：22 Jan 2025
 - **作者**：DeepSeek-AI , Daya Guo , Dejian Yang , Haowei Zhang , Junxiao Song , Peiyi Wang , Qihao Zhu , Runxin Xu , Ruoyu Zhang , Shirong Ma , Xiao Bi , Xiaokang Zhang , Xingkai Yu , Yu Wu , Z.F. Wu , Zhibin Gou , Zhihong Shao , Zhuoshu Li , Ziyi Gao , Aixin Liu , Bing Xue , Bingxuan Wang , Bochao Wu , Bei Fe…
 - **原文 PDF**：[01-DeepSeek-R1-2501.12948.pdf](04-推理模型/01-DeepSeek-R1-2501.12948.pdf)
- **中文翻译**：[01-DeepSeek-R1-2501.12948.md](04-推理模型/01-DeepSeek-R1-2501.12948.md)
+- **中文翻译**：[01-DeepSeek-R1-2501.12948_abstract.md](04-推理模型/01-DeepSeek-R1-2501.12948_abstract.md)
 ## 多模态
@@ -213,56 +213,56 @@
 - **arXiv**：2403.05525 ｜ **发布**：8 Mar 2024
 - **作者**：Haoyu Lu , Wen Liu , Bo Zhang , Bingxuan Wang , Kai Dong , Bo Liu , Jingxiang Sun , Tongzheng Ren , Zhuoshu Li , Hao Yang , Yaofeng Sun , Chengqi Deng , Hanwei Xu , Zhenda Xie , Chong Ruan
 - **原文 PDF**：[01-DeepSeek-VL-2403.05525.pdf](05-多模态/01-DeepSeek-VL-2403.05525.pdf)
- **中文翻译**：[01-DeepSeek-VL-2403.05525.md](05-多模态/01-DeepSeek-VL-2403.05525.md)
+- **中文翻译**：[01-DeepSeek-VL-2403.05525_abstract.md](05-多模态/01-DeepSeek-VL-2403.05525_abstract.md)
 ### Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
 - **arXiv**：2410.13848 ｜ **发布**：17 Oct 2024
 - **作者**：Chengyue Wu , Xiaokang Chen , Zhiyu Wu , Yiyang Ma , Xingchao Liu , Zizheng Pan , Wen Liu , Zhenda Xie , Xingkai Yu , Chong Ruan , Ping Luo
 - **原文 PDF**：[02-Janus-2410.13848.pdf](05-多模态/02-Janus-2410.13848.pdf)
- **中文翻译**：[02-Janus-2410.13848.md](05-多模态/02-Janus-2410.13848.md)
+- **中文翻译**：[02-Janus-2410.13848_abstract.md](05-多模态/02-Janus-2410.13848_abstract.md)
 ### DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
 - **arXiv**：2412.10302 ｜ **发布**：13 Dec 2024
 - **作者**：Zhiyu Wu , Xiaokang Chen , Zizheng Pan , Xingchao Liu , Wen Liu , Damai Dai , Huazuo Gao , Yiyang Ma , Chengyue Wu , Bingxuan Wang , Zhenda Xie , Yu Wu , Kai Hu , Jiawei Wang , Yaofeng Sun , Yukun Li , Yishi Piao , Kang Guan , Aixin Liu , Xin Xie , Yuxiang You , Kai Dong , Xingkai Yu , Haowei Zhang …
 - **原文 PDF**：[03-DeepSeek-VL2-2412.10302.pdf](05-多模态/03-DeepSeek-VL2-2412.10302.pdf)
- **中文翻译**：[03-DeepSeek-VL2-2412.10302.md](05-多模态/03-DeepSeek-VL2-2412.10302.md)
+- **中文翻译**：[03-DeepSeek-VL2-2412.10302_abstract.md](05-多模态/03-DeepSeek-VL2-2412.10302_abstract.md)
 ### Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling
 - **arXiv**：2501.17811 ｜ **发布**：29 Jan 2025
 - **作者**：Xiaokang Chen , Zhiyu Wu , Xingchao Liu , Zizheng Pan , Wen Liu , Zhenda Xie , Xingkai Yu , Chong Ruan
 - **原文 PDF**：[04-Janus-Pro-2501.17811.pdf](05-多模态/04-Janus-Pro-2501.17811.pdf)
- **中文翻译**：[04-Janus-Pro-2501.17811.md](05-多模态/04-Janus-Pro-2501.17811.md)
+- **中文翻译**：[04-Janus-Pro-2501.17811_abstract.md](05-多模态/04-Janus-Pro-2501.17811_abstract.md)
 ### DeepSeek-OCR: Contexts Optical Compression
 - **arXiv**：2510.18234 ｜ **发布**：21 Oct 2025
 - **作者**：Haoran Wei , Yaofeng Sun , Yukun Li
 - **原文 PDF**：[05-DeepSeek-OCR-2510.18234.pdf](05-多模态/05-DeepSeek-OCR-2510.18234.pdf)
- **中文翻译**：[05-DeepSeek-OCR-2510.18234.md](05-多模态/05-DeepSeek-OCR-2510.18234.md)
+- **中文翻译**：[05-DeepSeek-OCR-2510.18234_abstract.md](05-多模态/05-DeepSeek-OCR-2510.18234_abstract.md)
 ### DeepSeek-OCR 2: Visual Causal Flow
 - **arXiv**：2601.20552 ｜ **发布**：28 Jan 2026
 - **作者**：Haoran Wei , Yaofeng Sun , Yukun Li
 - **原文 PDF**：[06-DeepSeek-OCR-2-2601.20552.pdf](05-多模态/06-DeepSeek-OCR-2-2601.20552.pdf)
- **中文翻译**：[06-DeepSeek-OCR-2-2601.20552.md](05-多模态/06-DeepSeek-OCR-2-2601.20552.md)
+- **中文翻译**：[06-DeepSeek-OCR-2-2601.20552_abstract.md](05-多模态/06-DeepSeek-OCR-2-2601.20552_abstract.md)
 ### JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
 - **arXiv**：2411.07975 ｜ **发布**：12 Nov 2024
 - **作者**：Yiyang Ma , Xingchao Liu , Xiaokang Chen , Wen Liu , Chengyue Wu , Zhiyu Wu , Zizheng Pan , Zhenda Xie , Haowei Zhang , Xingkai yu , Liang Zhao , Yisong Wang , Jiaying Liu , Chong Ruan
 - **原文 PDF**：[07-JanusFlow-2411.07975.pdf](05-多模态/07-JanusFlow-2411.07975.pdf)
- **中文翻译**：[07-JanusFlow-2411.07975.md](05-多模态/07-JanusFlow-2411.07975.md)
+- **中文翻译**：[07-JanusFlow-2411.07975_abstract.md](05-多模态/07-JanusFlow-2411.07975_abstract.md)
 ### DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior
 - **arXiv**：2310.16818 ｜ **发布**：25 Oct 2023
 - **作者**：Jingxiang Sun , Bo Zhang , Ruizhi Shao , Lizhen Wang , Wen Liu , Zhenda Xie , Yebin Liu
 - **原文 PDF**：[08-DreamCraft3D-2310.16818.pdf](05-多模态/08-DreamCraft3D-2310.16818.pdf)
- **中文翻译**：[08-DreamCraft3D-2310.16818.md](05-多模态/08-DreamCraft3D-2310.16818.md)
+- **中文翻译**：[08-DreamCraft3D-2310.16818_abstract.md](05-多模态/08-DreamCraft3D-2310.16818_abstract.md)
 ## 形式化证明
@@ -274,21 +274,21 @@
 - **arXiv**：2405.14333 ｜ **发布**：23 May 2024
 - **作者**：Huajian Xin , Daya Guo , Zhihong Shao , Zhizhou Ren , Qihao Zhu , Bo Liu , Chong Ruan , Wenda Li , Xiaodan Liang
 - **原文 PDF**：[01-DeepSeek-Prover-2405.14333.pdf](06-形式化证明/01-DeepSeek-Prover-2405.14333.pdf)
- **中文翻译**：[01-DeepSeek-Prover-2405.14333.md](06-形式化证明/01-DeepSeek-Prover-2405.14333.md)
+- **中文翻译**：[01-DeepSeek-Prover-2405.14333_abstract.md](06-形式化证明/01-DeepSeek-Prover-2405.14333_abstract.md)
 ### DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search
 - **arXiv**：2408.08152 ｜ **发布**：15 Aug 2024
 - **作者**：Huajian Xin , Z.Z. Ren , Junxiao Song , Zhihong Shao , Wanjia Zhao , Haocheng Wang , Bo Liu , Liyue Zhang , Xuan Lu , Qiushi Du , Wenjun Gao , Qihao Zhu , Dejian Yang , Zhibin Gou , Z.F. Wu , Fuli Luo , Chong Ruan
 - **原文 PDF**：[02-DeepSeek-Prover-V1.5-2408.08152.pdf](06-形式化证明/02-DeepSeek-Prover-V1.5-2408.08152.pdf)
- **中文翻译**：[02-DeepSeek-Prover-V1.5-2408.08152.md](06-形式化证明/02-DeepSeek-Prover-V1.5-2408.08152.md)
+- **中文翻译**：[02-DeepSeek-Prover-V1.5-2408.08152_abstract.md](06-形式化证明/02-DeepSeek-Prover-V1.5-2408.08152_abstract.md)
 ### DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition
 - **arXiv**：2504.21801 ｜ **发布**：30 Apr 2025
 - **作者**：Z.Z. Ren , Zhihong Shao , Junxiao Song , Huajian Xin , Haocheng Wang , Wanjia Zhao , Liyue Zhang , Zhe Fu , Qihao Zhu , Dejian Yang , Z.F. Wu , Zhibin Gou , Shirong Ma , Hongxuan Tang , Yuxuan Liu , Wenjun Gao , Daya Guo , Chong Ruan
 - **原文 PDF**：[03-DeepSeek-Prover-V2-2504.21801.pdf](06-形式化证明/03-DeepSeek-Prover-V2-2504.21801.pdf)
- **中文翻译**：[03-DeepSeek-Prover-V2-2504.21801.md](06-形式化证明/03-DeepSeek-Prover-V2-2504.21801.md)
+- **中文翻译**：[03-DeepSeek-Prover-V2-2504.21801_abstract.md](06-形式化证明/03-DeepSeek-Prover-V2-2504.21801_abstract.md)
 ## 架构
@@ -300,28 +300,28 @@
 - **arXiv**：2512.24880 ｜ **发布**：31 Dec 2025
 - **作者**：Zhenda Xie , Yixuan Wei , Huanqi Cao , Chenggang Zhao , Chengqi Deng , Jiashi Li , Damai Dai , Huazuo Gao , Jiang Chang , Kuai Yu , Liang Zhao , Shangyan Zhou , Zhean Xu , Zhengyan Zhang , Wangding Zeng , Shengding Hu , Yuqing Wang , Jingyang Yuan , Lean Wang , Wenfeng Liang
 - **原文 PDF**：[01-mHC-2512.24880.pdf](07-架构/01-mHC-2512.24880.pdf)
- **中文翻译**：[01-mHC-2512.24880.md](07-架构/01-mHC-2512.24880.md)
+- **中文翻译**：[01-mHC-2512.24880_abstract.md](07-架构/01-mHC-2512.24880_abstract.md)
 ### Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
 - **arXiv**：2601.07372 ｜ **发布**：12 Jan 2026
 - **作者**：Xin Cheng , Rui Tian , Wangding Zeng , Damai Dai , Qinyu Chen , Bingxuan Wang , Zhenda Xie , Kezhao Huang , Xingkai Yu , Chengqi Deng , Shangyan Zhou , Chenggang Zhao , Zhewen Hao , Yukun Li , Han Zhang , Zhengyan Zhang , Yixu Wei , M.Y Xu , Huishuai Zhang , Dongyan Zhao , Wenfeng Liang
 - **原文 PDF**：[02-Engram-条件记忆-2601.07372.pdf](07-架构/02-Engram-条件记忆-2601.07372.pdf)
- **中文翻译**：[02-Engram-条件记忆-2601.07372.md](07-架构/02-Engram-条件记忆-2601.07372.md)
+- **中文翻译**：[02-Engram-条件记忆-2601.07372_abstract.md](07-架构/02-Engram-条件记忆-2601.07372_abstract.md)
 ### Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention
 - **arXiv**：2502.11089 ｜ **发布**：16 Feb 2025
 - **作者**：Jingyang Yuan , Huazuo Gao , Damai Dai , Junyu Luo , Liang Zhao , Zhengyan Zhang , Zhenda Xie , Y. X. Wei , Lean Wang , Zhiping Xiao , Yuqing Wang , Chong Ruan , Ming Zhang , Wenfeng Liang , Wangding Zeng
 - **原文 PDF**：[03-NSA-原生稀疏注意力-2502.11089.pdf](07-架构/03-NSA-原生稀疏注意力-2502.11089.pdf)
- **中文翻译**：[03-NSA-原生稀疏注意力-2502.11089.md](07-架构/03-NSA-原生稀疏注意力-2502.11089.md)
+- **中文翻译**：[03-NSA-原生稀疏注意力-2502.11089_abstract.md](07-架构/03-NSA-原生稀疏注意力-2502.11089_abstract.md)
 ### Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts
 - **arXiv**：2408.15664 ｜ **发布**：28 Aug 2024
 - **作者**：Lean Wang , Huazuo Gao , Chenggang Zhao , Xu Sun , Damai Dai
 - **原文 PDF**：[04-Aux-Loss-Free-Load-Balancing-2408.15664.pdf](07-架构/04-Aux-Loss-Free-Load-Balancing-2408.15664.pdf)
- **中文翻译**：[04-Aux-Loss-Free-Load-Balancing-2408.15664.md](07-架构/04-Aux-Loss-Free-Load-Balancing-2408.15664.md)
+- **中文翻译**：[04-Aux-Loss-Free-Load-Balancing-2408.15664_abstract.md](07-架构/04-Aux-Loss-Free-Load-Balancing-2408.15664_abstract.md)
 ## 训练方法
@@ -333,14 +333,14 @@
 - **arXiv**：2407.01906 ｜ **发布**：2 Jul 2024
 - **作者**：Zihan Wang , Deli Chen , Damai Dai , Runxin Xu , Zhuoshu Li , Y. Wu
 - **原文 PDF**：[01-ESFT-专家专精微调-2407.01906.pdf](08-训练方法/01-ESFT-专家专精微调-2407.01906.pdf)
- **中文翻译**：[01-ESFT-专家专精微调-2407.01906.md](08-训练方法/01-ESFT-专家专精微调-2407.01906.md)
+- **中文翻译**：[01-ESFT-专家专精微调-2407.01906_abstract.md](08-训练方法/01-ESFT-专家专精微调-2407.01906_abstract.md)
 ### Inference-Time Scaling for Generalist Reward Modeling
 - **arXiv**：2504.02495 ｜ **发布**：3 Apr 2025
 - **作者**：Zijun Liu , Peiyi Wang , Runxin Xu , Shirong Ma , Chong Ruan , Peng Li , Yang Liu , Yu Wu
 - **原文 PDF**：[02-DeepSeek-GRM-2504.02495.pdf](08-训练方法/02-DeepSeek-GRM-2504.02495.pdf)
- **中文翻译**：[02-DeepSeek-GRM-2504.02495.md](08-训练方法/02-DeepSeek-GRM-2504.02495.md)
+- **中文翻译**：[02-DeepSeek-GRM-2504.02495_abstract.md](08-训练方法/02-DeepSeek-GRM-2504.02495_abstract.md)
 ## 基础设施
@@ -352,19 +352,19 @@
 - **arXiv**：2408.14158 ｜ **发布**：26 Aug 2024
 - **作者**：Wei An , Xiao Bi , Guanting Chen , Shanhuang Chen , Chengqi Deng , Honghui Ding , Kai Dong , Qiushi Du , Wenjun Gao , Kang Guan , Jianzhong Guo , Yongqiang Guo , Zhe Fu , Ying He , Panpan Huang , Jiashi Li , Wenfeng Liang , Xiaodong Liu , Xin Liu , Yiyuan Liu , Yuxuan Liu , Shanghao Lu , Xuan Lu , X…
 - **原文 PDF**：[01-Fire-Flyer-AI-HPC-2408.14158.pdf](09-基础设施/01-Fire-Flyer-AI-HPC-2408.14158.pdf)
- **中文翻译**：[01-Fire-Flyer-AI-HPC-2408.14158.md](09-基础设施/01-Fire-Flyer-AI-HPC-2408.14158.md)
+- **中文翻译**：[01-Fire-Flyer-AI-HPC-2408.14158_abstract.md](09-基础设施/01-Fire-Flyer-AI-HPC-2408.14158_abstract.md)
 ### Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures
 - **arXiv**：2505.09343 ｜ **发布**：14 May 2025
 - **作者**：Chenggang Zhao , Chengqi Deng , Chong Ruan , Damai Dai , Huazuo Gao , Jiashi Li , Liyue Zhang , Panpan Huang , Shangyan Zhou , Shirong Ma , Wenfeng Liang , Ying He , Yuqing Wang , Yuxuan Liu , Y.X. Wei
 - **原文 PDF**：[02-Insights-into-DeepSeek-V3-2505.09343.pdf](09-基础设施/02-Insights-into-DeepSeek-V3-2505.09343.pdf)
- **中文翻译**：[02-Insights-into-DeepSeek-V3-2505.09343.md](09-基础设施/02-Insights-into-DeepSeek-V3-2505.09343.md)
+- **中文翻译**：[02-Insights-into-DeepSeek-V3-2505.09343_abstract.md](09-基础设施/02-Insights-into-DeepSeek-V3-2505.09343_abstract.md)
 ### DualPath: Breaking the Storage Bandwidth Bottleneck in Agentic LLM Inference
 - **arXiv**：2602.21548 ｜ **发布**：25 Feb 2026
 - **作者**：Yongtong Wu , Shaoyuan Chen , Yinmin Zhong , Rilin Huang , Yixuan Tan , Wentao Zhang , Liyue Zhang , Shangyan Zhou , Yuxuan Liu , Shunfeng Zhou , Mingxing Zhang , Xin Jin , Panpan Huang
 - **原文 PDF**：[03-DualPath-2602.21548.pdf](09-基础设施/03-DualPath-2602.21548.pdf)
- **中文翻译**：[03-DualPath-2602.21548.md](09-基础设施/03-DualPath-2602.21548.md)
+- **中文翻译**：[03-DualPath-2602.21548_abstract.md](09-基础设施/03-DualPath-2602.21548_abstract.md)