RestGPT RESTful API LLM (Song 2023年)（レストジーピーティー）
2023年Song et al. (Tsinghua)発表RestGPT・Industry-leading RESTful API control LLM + Industry-leading online planner + Industry-leading TMDB+Spotify integration + Industry-leading RESTful API instruction following。
概要
RestGPT RESTful API LLM は、2023年Song et al. (Tsinghua)発表RestGPT・Industry-leading RESTful API control LLM 2023年 + Industry-leading online planner position確立。RestGPT specifications = Industry-leading RESTful API control LLM (Industry-leading RestGPT 2023 + Industry-leading RESTful API control + Industry-leading RestGPT flagship) + Industry-leading online planner (Industry-leading online planner coarse-to-fine) + Industry-leading TMDB+Spotify integration (Industry-leading TMDB movie + Spotify music integration) + Industry-leading RESTful API instruction following (Industry-leading RESTful API instruction)。
主な特徴・仕組み
- Authors: Industry-leading Yifan Song + Weimin Xiong + Dawei Zhu + Wenhao Wu + Han Qian + Mingbo Song + Hailiang Huang + Cheng Li + Ke Wang + Rong Yao + Ye Tian + Sujian Li Tsinghua + Peking
- Year: 2023年 (arXiv 2023年6月発表)
- Paper: Industry-leading "RestGPT: Connecting Large Language Models with Real-World RESTful APIs" arXiv 2306.06624
- Method Type: Industry-leading RESTful API control LLM
- Architecture: Industry-leading online planner + API selector + executor + response parser
- RESTBench: Industry-leading RESTBench benchmark RESTful API LLM
- Integration: Industry-leading TMDB movie API + Spotify music API integration
- Online Planner: Industry-leading coarse-to-fine online planning
- RESTful Focus: Industry-leading RESTful API specifically (vs general function calling)
- Instruction Following: Industry-leading RESTful API instruction following
- Open Source: Industry-leading RestGPT GitHub Yifan-Song793/RestGPT
- Industry-Leading: Industry-leading RESTful API control LLM Tsinghua first pioneer
スペック比較表
| LLM Function Calling (2022-2024) | Year | Author/Org | Key Feature | Industry Position |
|---|---|---|---|---|
| RestGPT | 2023 | Song Tsinghua | RESTful API control + online planner | Industry-leading RESTful API |
| GPT4Tools | 2023 | Yang Tencent ARC+Tsinghua | Multimodal tool use + visual tasks | Industry-leading multimodal tools |
| ToolLLM | 2023 | Qin Tsinghua | 16000+ real-world APIs + DFSDT | Industry-leading 16000+ APIs |
| Gorilla | 2023 | Patil UC Berkeley | 1600+ API calls + retrieval-augmented | Industry-leading 1600+ APIs |
| Toolformer | 2022 | Schick Meta FAIR | Self-supervised tool use + 5 tools | Industry-leading first viral |
具体例・対応製品
- RestGPT (2023年, Song et al. Tsinghua): Industry-leading RESTful API control LLM
- Industry-leading online planner + API selector + executor + response parser: Industry-leading 4-component architecture
- Industry-leading TMDB movie + Spotify music API integration: Industry-leading TMDB+Spotify
- Industry-leading RESTBench benchmark RESTful API LLM: Industry-leading RESTBench
- Industry-leading coarse-to-fine online planning: Industry-leading coarse-to-fine online
- 競合 Toolformer + Gorilla + ToolLLM + GPT4Tools: Industry-leading function calling competitors
自作PCでの選び方・注意点
RestGPT RESTful API LLM は「Industry-leading RESTful API control LLM + Industry-leading online planner」「Industry-leading TMDB+Spotify + Industry-leading RESTful API instruction following」用途のIndustry-leading RESTful API control 2023年Song et al. Tsinghua発表product。Industry-leading RESTful API control (Industry-leading RESTful API control LLM + Industry-leading RESTful API specifically vs general function calling + Industry-leading RestGPT RESTful signature) で Industry-leading RESTful API control + Industry-leading RESTful specifically + Industry-leading RestGPT signature。Industry-leading 4-component architecture (Industry-leading online planner + API selector + executor + response parser + Industry-leading RestGPT 4-component signature + Industry-leading modular RESTful pipeline) で Industry-leading 4-component + Industry-leading RestGPT modular + Industry-leading RESTful pipeline。Industry-leading TMDB+Spotify (Industry-leading TMDB movie API + Spotify music API integration + Industry-leading RestGPT real-world integration + Industry-leading TMDB+Spotify signature) で Industry-leading TMDB+Spotify + Industry-leading real-world integration + Industry-leading TMDB+Spotify signature。Industry-leading RESTBench (Industry-leading RESTBench benchmark RESTful API LLM + Industry-leading RestGPT RESTBench signature + Industry-leading RESTful API evaluation standard) で Industry-leading RESTBench + Industry-leading RestGPT signature + Industry-leading RESTful evaluation standard。Industry-leading coarse-to-fine + Tsinghua (Industry-leading coarse-to-fine online planning + Industry-leading Yifan Song + Weimin Xiong + Sujian Li Tsinghua + Peking authors + Industry-leading RestGPT GitHub Yifan-Song793/RestGPT) で Industry-leading coarse-to-fine + Industry-leading Tsinghua+Peking + Industry-leading Yifan-Song793/RestGPT。但しIndustry-leading Toolformer + Gorilla + ToolLLM + GPT4Tools competition (Industry-leading Toolformer Meta FAIR 5 tools 2022 + Gorilla UC Berkeley 1600+ APIs 2023 + ToolLLM Tsinghua 16000+ APIs 2023 + GPT4Tools Tencent ARC multimodal 2023 vs RestGPT Tsinghua RESTful online planner 2023 trade-off) で Industry-leading 4-function calling competitors vs RestGPT + Industry-leading RESTful API control + online planner + API selector + executor + response parser + TMDB+Spotify integration + RESTBench + coarse-to-fine + Tsinghua+Peking 2023 unique advantage adoption alignment必須。
関連用語との違い
- vs ToolLLM (16000+ APIs 2023): RestGPTはRESTful specifically + online planner・ToolLLMは16000+ APIs DFSDT
- vs Gorilla (1600+ APIs 2023): RestGPTはRESTful + online planner + Tsinghua・Gorillaは1600+ APIs + retrieval + UC Berkeley
- vs GPT4Tools (Multimodal 2023): RestGPTはRESTful text-based・GPT4Toolsはmultimodal visual
よくある質問（FAQ）
Q1: RestGPT vs ToolLLM 違いは？ A: RestGPT (Industry-leading RESTful API control + online planner + API selector + executor + response parser + TMDB movie + Spotify music API integration + RESTBench benchmark + coarse-to-fine online planning + RESTful API instruction following + Song + Xiong + Li Tsinghua + Peking 2023) vs ToolLLM (Industry-leading 16,464 real-world APIs from RapidAPI Hub 49 categories + DFSDT + ToolBench 126,486 instances + LLaMA-7B fine-tuned ToolLLaMA + ToolEval + Qin + Liang + Liu Tsinghua + OpenBMB 2023)・Industry-leading RESTful + online planner + TMDB+Spotify + Tsinghua = RestGPT + Industry-leading 16000+ real-world + DFSDT + ToolBench + Tsinghua = ToolLLM preference judgment。
Q2: Industry-leading RESTful API control + online planner value は？ A: Industry-leading RESTful + online planner (Industry-leading RESTful API control LLM + Industry-leading RESTful API specifically vs general function calling + Industry-leading online planner + API selector + executor + response parser + Industry-leading coarse-to-fine online planning)。
Q3: Industry-leading TMDB+Spotify + RESTBench value は？ A: Industry-leading TMDB+Spotify + RESTBench (Industry-leading TMDB movie API + Spotify music API integration + Industry-leading RestGPT real-world integration + Industry-leading RESTBench benchmark RESTful API LLM + Industry-leading RESTful API evaluation standard)。
まとめ
RestGPT = 2023年Song et al. Tsinghua + Peking発表のRESTful API control LLM。Industry-leading RESTful API control LLM + Industry-leading online planner + API selector + executor + response parser 4-component architecture + Industry-leading TMDB movie API + Spotify music API integration + Industry-leading RESTBench benchmark RESTful API LLM + Industry-leading coarse-to-fine online planning + Industry-leading RESTful API instruction following + Industry-leading Yifan Song + Weimin Xiong + Dawei Zhu + Sujian Li Tsinghua + Peking authors + Industry-leading RestGPT GitHub Yifan-Song793/RestGPT open source + Industry-leading RESTful API control LLM Tsinghua first pioneer 2023 position確立。