| # AI-NativeBench: Raw Experimental Data |
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| This repository contains the **raw experimental data** for the paper **"AI-NativeBench: An Open-Source White-Box Agentic Benchmark Suite for AI-Native Systems"**. |
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| The dataset provides a comprehensive "white-box" view of AI-Native system execution, capturing not just final outcomes but also the internal execution dynamics via distributed tracing. |
| It covers **7 Large Language Models (LLMs)** evaluated across **8 realistic applications** and **21 system architectural variants**. |
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| ## 📂 Dataset Overview |
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| The data is organized hierarchically by **Model** $\rightarrow$ **Application & Architecture**. |
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| ### 1. Supported Models |
| The root directory contains folders for the 7 LLMs evaluated in the study: |
| * `GPT-5` |
| * `GPT-4o-mini` |
| * `DeepSeek-V3.1` |
| * `DeepSeek-R1` |
| * `Gemini-2.5-flash` |
| * `Gemini-2.5-flash-nothinking` |
| * `Qwen3-235b` |
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| ### 2. Directory Structure |
| Inside each model folder, you will find the following subdirectories representing specific **Task-Architecture** combinations: |
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| ```text |
| ├── [Model_Name]/ |
| │ ├── BookWriter-A2A # Content Generation (A2A Protocol) |
| │ ├── BookWriter-H_A2A # Content Generation (Heterogeneous A2A) |
| │ ├── BookWriter-MCP # Content Generation (MCP Tools) |
| │ ├── EmailResponder # Communication (Pure Framework) |
| │ ├── EmailResponder-MCP # Communication (MCP Tools) |
| │ ├── GameBuilder # Software Engineering (Pure Framework) |
| │ ├── GameBuilder-MCP # Software Engineering (MCP Tools) |
| │ ├── LandingPageGenerator-A2A # Software Engineering (A2A Protocol) |
| │ ├── LandingPageGenerator-H_A2A # Software Engineering (Heterogeneous A2A) |
| │ ├── LandingPageGenerator-MCP # Software Engineering (MCP Tools) |
| │ ├── MarkdownValidator # Software Engineering (Pure Framework) |
| │ ├── MarkdownValidator-MCP # Software Engineering (MCP Tools) |
| │ ├── RecruitmentAssistant-A2A # Communication (A2A Protocol) |
| │ ├── RecruitmentAssistant-H_A2A # Communication (Heterogeneous A2A) |
| │ ├── RecruitmentAssistant-MCP # Communication (MCP Tools) |
| │ ├── SocialMediaManager-A2A # Content Generation (A2A Protocol) |
| │ ├── SocialMediaManager-H_A2A # Content Generation (Heterogeneous A2A) |
| │ ├── SocialMediaManager-MCP # Content Generation (MCP Tools) |
| │ ├── SQLAssistant-A2A # Data Engineering (A2A Protocol) |
| │ ├── SQLAssistant-H_A2A # Data Engineering (Heterogeneous A2A) |
| │ └── SQLAssistant-MCP # Data Engineering (MCP Tools) |
