metadata

dataset_info:
  features:
    - name: token_count
      dtype: int32
    - name: text
      dtype: string
    - name: score
      dtype: float64
  splits:
    - name: train
      num_bytes: 10766525501
      num_examples: 2000000
  download_size: 5790667341
  dataset_size: 10766525501
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*

DraftWeb-v1 Dataset Card

Dataset Description

A large-scale dataset created by combining educational mathematics problems and web content to create a continued pretraining dataset for LLMs. The dataset contains 2,000,000 high-quality examples sorted by content relevance scores.

Data Source

Math Content: Hugging Face finemath-4plus dataset (educational math problems)
Web Content: Hugging Face fineweb-edu dataset (web pages from Common Crawl)

Training Data

1,000,000 math examples with token counts
1,000,000 web examples with token counts
Combined and shuffled for model training

Dataset Statistics

Total Examples: 2,000,000
Total Tokens: 2.7 billion
- Math Token Count: 1.61 billion
- Web Token Count: 1.11 billion
Languages: English (primary)
Content Types: Text-based math problems and web pages

Data Processing

Removed non-essential metadata columns
Standardized token count measurement
Sorted by source dataset scores (descending)
Selected top 1 million examples from each source
Combined and shuffled for model training

Usage

Fine-tuning foundation language models
Instruction tuning for educational applications
Web content understanding tasks
Research in educational AI systems

Licensing

Inherits licenses from source datasets:
- finemath-4plus: CC BY 4.0
- fineweb-edu: CC BY-SA 4.0
For commercial use, please verify specific license requirements

Evaluation

Original datasets contained quality scores used for selection
Recommended evaluation metrics:
- Text quality scoring
- Relevance prediction accuracy
- Downstream task performance (e.g., question answering)

Dataset Provenance

Hosted on Hugging Face Hub: qingy2024/DraftWeb-v1
Creation date: July 14, 2025
Version: 1.0

Dataset Expansion

Potential future versions:
- Multilingual expansion
- Specialized domain versions
- Time-based snapshots