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c86cc91 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 | # AI-NativeBench: Raw Experimental Data
This repository contains the **raw experimental data** for the paper **"AI-NativeBench: An Open-Source White-Box Agentic Benchmark Suite for AI-Native Systems"**.
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**.
## 📂 Dataset Overview
The data is organized hierarchically by **Model** $\rightarrow$ **Application & Architecture**.
### 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`
### 2. Directory Structure
Inside each model folder, you will find the following subdirectories representing specific **Task-Architecture** combinations:
```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) |