Files

参考文献索引

本目录收录了"多专业小模型 + 路由模型"可行性分析报告中引用的全部 15 篇参考文献。


📄 arXiv 论文(13 篇 PDF

# 文件名 标题 会议/期刊 arXiv ID
01 01_Densing_Law_of_LLMs_2412.04315.pdf Densing Law of LLMs Nature Machine Intelligence (封面文章) 2412.04315
02 02_R2R_Token_Routing_2505.21600.pdf R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Token Routing NeurIPS 2025 2505.21600
03 03_BEST_Route_2506.22716.pdf BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute ICML 2025 2506.22716
04 04_SATER_2510.05164.pdf SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025 2510.05164
05 05_Token_Level_Routing_2504.07878.pdf Token Level Routing Inference System for Edge Devices ACL 2025 2504.07878
06 06_Comp_LLM_2511.22955.pdf Experts are all you need: A Composable Framework for Large Language Model Inference (Comp-LLM) arXiv 2025 2511.22955
07 07_Mixture_of_Parrots_2410.19034.pdf Mixture of Parrots: Experts Improve Memorization More than Reasoning ICLR 2025 2410.19034
08 08_DomainCodeBench_2412.18573.pdf Top General Performance ≠ Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation Benchmark arXiv 2025 2412.18573
09 09_Model_SAT_CIT_2502.17282.pdf Capability Instruction Tuning: A New Paradigm for Dynamic LLM Routing (Model-SAT) AAAI 2025 2502.17282
10 10_RouterRetriever_2409.02685.pdf RouterRetriever: Routing over a Mixture of Expert Embedding Models AAAI 2025 2409.02685
11 11_Inverse_Depth_Scaling_2602.05970.pdf Inverse Depth Scaling From Most Layers Being Similar ICML 2026 2602.05970
12 12_MergeBench_2505.10833.pdf MergeBench: A Benchmark for Merging Domain-Specialized LLMs NeurIPS 2025 (Datasets & Benchmarks) 2505.10833
13 13_Doing_More_With_Less_2502.00409.pdf Doing More with Less: Implementing Routing Strategies in LLM-Based Systems (Extended Survey) arXiv 2025 2502.00409

📝 博客文章(2 篇)

文件名 标题 来源
RouterArena_blog.md Who Routes LLM Routers? — RouterArena: Building the Evaluation Foundation for LLM Routing Hugging Face Blog (2025.11)
Small_FineTuned_Models_blog.md Small Fine-tuned Models are All You Need Oumi Blog (2025.10)

📊 按会议/期刊分布

会议/期刊 论文数 论文编号
NeurIPS 2025 2 02 (R2R), 12 (MergeBench)
ICML 2025 1 03 (BEST-Route)
EMNLP 2025 1 04 (SATER)
ACL 2025 1 05 (Token Level Routing)
AAAI 2025 2 09 (Model-SAT), 10 (RouterRetriever)
ICLR 2025 1 07 (Mixture of Parrots)
Nature Machine Intelligence 1 01 (Densing Law)
ICML 2026 1 11 (Inverse Depth Scaling)
arXiv / 预印本 3 06 (Comp-LLM), 08 (DomainCodeBench), 13 (Survey)

🔍 按主题分类

  • Routing 路由系统: 02, 03, 04, 05, 09, 13, RouterArena
  • 小模型能力: 07, 08, Small_FineTuned
  • Scaling Law / 架构理论: 01, 11
  • 专家模型合并: 12
  • 可组合推理系统: 06
  • 检索路由: 10