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Upload Dataset

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README.md CHANGED
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ license: apache-2.0
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+ task_categories:
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+ - image-text-to-text
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+ pretty_name: ITT-Purpose
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+ size_categories:
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+ - 100K<n<1M
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+ tags:
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+ - multimodal
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+ - image-text-to-text
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+ - ocr
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+ - table-qa
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+ - latex
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+ - vlm
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+ - benchmark
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+ dataset_info:
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+ features:
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+ - name: id
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+ dtype: string
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+ - name: image
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+ dtype: image
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+ - name: prompt
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+ dtype: string
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+ - name: response
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+ dtype: string
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+ - name: style
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_examples: 100
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+ config_name: default
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+ ---
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+
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+ # ITT-Purpose
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+
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+ **Author:** convence
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+
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+ **ITT-Purpose** is a premium, hard, and clean benchmark dataset of **100** unique samples
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+ for training and evaluating image-to-text-to-text (Vision-Language) models.
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+
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+ ## Dataset Structure
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+
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+ Each sample contains:
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+ - `id`: A unique UUID string identifying the sample.
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+ - `image`: The rendered visual document containing styled text, code configs, or structured tables.
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+ - `prompt`: A high-difficulty instruction requesting visual layout parsing, math calculating, or semantic reasoning.
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+ - `response`: The clean, correct ground truth text.
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+ - `style`: One of three styles (`meaning`, `formatting`, `table`).
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+
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+ ## Styles Covered
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+
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+ 1. **Meaning**: Renders complex technical document segments with multi-hop semantic reasoning questions.
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+ 2. **Text Formatting**: Renders nested JSON, YAML configs, and Python functions, demanding code structure and detail extraction.
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+ 3. **Table**: Renders dense telemetry data tables with borders, demanding cell lookups, calculated aggregates, or full markdown table generation.
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("convence/ITT-Purpose", split="train")
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+ print(ds[0])
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+ ```
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+
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+ ## License
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+
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+ Apache 2.0
train/dataset_info.json ADDED
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+ {
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+ "builder_name": "ITT-Purpose",
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+ "citation": "",
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+ "config_name": "default",
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+ "dataset_name": "ITT-Purpose",
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+ "dataset_size": 100,
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+ "description": "ITT-Purpose is a premium, high-quality, hard image-to-text-to-text benchmark dataset designed to evaluate Vision-Language Models (VLM) on document parsing, data extraction, and complex visual reasoning tasks across three styles: Meaning, Text Formatting, and Table.",
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+ "features": {
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+ "id": {
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+ "dtype": "string",
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+ "_type": "Value"
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+ },
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+ "image": {
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+ "_type": "Image"
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+ },
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+ "prompt": {
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+ "dtype": "string",
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+ "_type": "Value"
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+ },
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+ "response": {
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+ "dtype": "string",
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+ "_type": "Value"
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+ },
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+ "style": {
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+ "dtype": "string",
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+ "_type": "Value"
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+ }
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+ },
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+ "homepage": "",
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+ "license": "apache-2.0",
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+ "splits": {
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+ "train": {
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+ "name": "train",
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+ "num_examples": 100,
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+ "dataset_name": "ITT-Purpose"
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+ }
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+ },
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+ "version": {
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+ "version_str": "0.1.0",
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+ "major": 0,
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+ "minor": 1,
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+ "patch": 0
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+ },
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+ "task_categories": [
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+ "image-text-to-text",
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+ "visual-question-answering"
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+ ],
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+ "language": [
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+ "en"
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+ ],
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+ "pretty_name": "ITT-Purpose",
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+ "size_categories": [
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+ "100K<n<1M"
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+ ],
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+ "tags": [
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+ "multimodal",
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+ "image-text-to-text",
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+ "ocr",
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+ "table-qa",
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+ "latex",
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+ "vlm",
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+ "benchmark"
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+ ],
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+ "author": "convence"
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+ }
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