| --- |
| license: apache-2.0 |
| task_categories: |
| - text-generation |
| - question-answering |
| language: |
| - en |
| tags: |
| - fine |
| - finepdfs |
| - edu |
| - fineweb |
| - web |
| - pdf |
| - pdfs |
| - clean |
| - filtered |
| - cleaned |
| - reason |
| - reasoning |
| - logic |
| - high-quality |
| - curated |
| - fine data |
| - FW |
| - fineweb edu |
| - FW edu |
| - educational |
| - dense |
| - non-synthetic |
|
|
| size_categories: |
| - 100K<n<1M |
| --- |
| # PerfectPdfs |
|
|
| PerfectPdfs is a **heavily filtered and cleaned** english-only version of finepdfs-edu. |
|
|
| It removes **all truncated rows**, ensures every row has atleast a 0.95+ english score, deletes **any duplicates**, fixes misspellings, and keeps only rows with a **3+ edu score**. |
|
|
| It also deletes unneeded tags for training include dump, id, offset, url, date, file_path, language (we already know it's english), minhash_cluster_size, extractor, and more. |
| |
| ## Dataset Details |
| |
| - **Curated by:** AInion |
| - **Funded by:** ArrowAI |
| - **Shared by:** MoreThought |
| - **Language:** english |
| - **License:** apache 2.0 |
| |
| ### Dataset Sources |
| |
| - **Repository:** HuggingFaceFW/finepdfs-edu |
| - **Producers:** HuggingFaceFW |
| - **License:** odc-by |
| |
| #### Statistics |
| |
| |
| | Total parquet size | Total rows | Average parquet row size | |
| | -------- | -------- | -------- | |
| | **5.6GB** | **1,648,110** | **3.39kb** | |
| |
| ## Uses |
| |
| - PreTraining SLMs on clean, heavily filtered top-tier pdfs. |
| - PostTraining LLMs on clean, heavily filtered top-tier pdfs. |
| - PreTraining data quality benefits on SLMs research. |
