# Technical Document Extraction: Flowchart Analysis
## Overview
The image is a **hierarchical flowchart** titled **"Benchmarks"**, structured to categorize two primary types of Large Language Model (LLM) integration approaches. The flowchart uses **blue rectangles with white text** on a **light gray background**, connected by **blue lines**. No numerical data or trends are present; the focus is on categorical relationships.
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## Key Components and Flow
### 1. **Main Title**
- **Label**: `Benchmarks`
- Position: Vertical blue rectangle on the far left.
- Role: Root node for all subsequent branches.
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### 2. **Primary Branches**
#### a. **KG Integrated LLMs**
- **Label**: `KG Integrated LLMs`
- Position: Directly connected to the root node (`Benchmarks`).
- Subcategories:
- `Reasoning`
- `Interpretability`
#### b. **Logic Integrated LLMs**
- **Label**: `Logic integrated LLMs`
- Position: Parallel to `KG Integrated LLMs`, connected to the root node.
- Subcategories:
- `Complexity-based reasoning benchmarks`
- `Reasoning Modes`
- `Domain Specific`
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## Subcategory Details
### From `KG Integrated LLMs`:
1. **Reasoning**
- Position: Rightmost subcategory under `KG Integrated LLMs`.
2. **Interpretability**
- Position: Directly below `Reasoning` in the same branch.
### From `Logic Integrated LLMs`:
1. **Complexity-based reasoning benchmarks**
- Position: Top subcategory under `Logic Integrated LLMs`.
2. **Reasoning Modes**
- Position: Middle subcategory.
3. **Domain Specific**
- Position: Bottom subcategory.
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## Visual Structure
- **Layout**:
- Root node (`Benchmarks`) anchors the diagram.
- Two primary branches (`KG Integrated LLMs` and `Logic integrated LLMs`) split horizontally.
- Subcategories cascade vertically from their respective parent nodes.
- **Color Scheme**:
- All text boxes: **Dark blue** with **white text**.
- Background: **Light gray**.
- Connecting lines: **Blue**.
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## Notes
- **No numerical data** or trends are present; the flowchart is purely categorical.
- **No legend** or secondary language detected.
- **Spatial grounding**: All elements are left-aligned, with hierarchical depth indicated by vertical positioning.
This structure emphasizes the distinction between **knowledge-graph (KG) integration** and **logic-based integration** of LLMs, with subcategories reflecting evaluation criteria or specialized applications.
