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HuggingFaceFW/fineweb-edu HF PQC Verified

📚 FineWeb-Edu 1.3 trillion tokens of the finest educational data the 🌐 web has to offer Paper: https://arxiv.org/abs/2406.17557 What is it? 📚 FineWeb-Edu dataset consists of 1.3T tokens and 5.4T tokens (FineWeb-Edu-score-2) of educational web pages filtered from 🍷 FineWeb dataset. This is the 1.3 trillion version. To enhance FineWeb's quality, we developed an educational quality classifier using annotations generated by LLama3-70B-Instruct. We then… See the full description on the dataset page: https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu.

Task_categories:text-GenerationLanguage:enSize_categories:1B<n<10BFormat:parquetModality:tabularModality:text
HuggingFaceFW/FineWeb HF PQC Verified

15T token dataset of cleaned English web data. Deduplicated and filtered from CommonCrawl, outperforms C4 and RefinedWeb for LLM pretraining.

DatasetPretrainingEnglish15T tokens CRITICAL
HuggingFaceFW/finephrase HF PQC Verified

Dataset Card for HuggingFaceFW/finephrase Dataset Summary Synthetic data generated by DataTrove: Model: HuggingFaceTB/SmolLM2-1.7B-Instruct (main) Source dataset: HuggingFaceFW/fineweb-edu, config sample-350BT, split train Generation config: temperature=1.0, top_p=1.0, top_k=50, max_tokens=2048, model_max_context=8192 Speculative decoding: {"method":"suffix","num_speculative_tokens":32} System prompt: None Input column: text Prompt families: faq prompt Rewrite the… See the full description on the dataset page: https://huggingface.co/datasets/HuggingFaceFW/finephrase.

Task_categories:text-GenerationTask_ids:language-ModelingAnnotations_creators:machine-GeneratedLanguage_creators:foundSource_datasets:HuggingFaceFW/fineweb-Edu/sample-350BTLanguage:en
HuggingFaceFW/finepdfs_lang_classification HF Unverified

Size_categories:1M<n<10MFormat:parquetModality:tabularLibrary:datasetsLibrary:pandasLibrary:mlcroissant
HuggingFaceFW/fineweb-2 HF Unverified

🥂 FineWeb2 A sparkling update with 1000s of languages What is it? This is the second iteration of the popular 🍷 FineWeb dataset, bringing high quality pretraining data to over 1000 🗣️ languages. The 🥂 FineWeb2 dataset is fully reproducible, available under the permissive ODC-By 1.0 license and extensively validated through hundreds of ablation experiments. In particular, on the set of 9 diverse languages we used to guide our processing decisions, 🥂 FineWeb2… See the full description on the dataset page: https://huggingface.co/datasets/HuggingFaceFW/fineweb-2.

Task_categories:text-GenerationLanguage:aaiLanguage:aakLanguage:aauLanguage:aazLanguage:aba
HuggingFaceFW/finetranslations HF Unverified

💬 FineTranslations The world's knowledge in 1+1T tokens of parallel text What is it? This dataset contains over 1 trillion tokens of parallel text in English and 500+ languages. It was obtained by translating data from 🥂 FineWeb2 into English using Gemma3 27B. We relied on datatrove's inference runner to deploy a synthetic data pipeline at scale. Its checkpointing and VLLM lifecycle management features allowed us to use leftover compute from the HF cluster… See the full description on the dataset page: https://huggingface.co/datasets/HuggingFaceFW/finetranslations.

Task_categories:text-GenerationTask_categories:translationLanguage:abkLanguage:abqLanguage:absLanguage:acm
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