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ZhejiangLab/CPT_Data_Pool

CPT Data Pool This repository hosts a large-scale CPT corpus designed for continual pre-training of domain-specific large language models. It serves as a data component of the 👉F2D-LLM framework, an end-to-end pipeline for domain-specific LLM training. For detailed data processing, scoring methods, and sampling strategies, please refer to the official 👉GitHub repo. Overall, the dataset contains approximately 271B tokens and is stored as jsonl files with a unified schema… See the full description on the dataset page: https://huggingface.co/datasets/ZhejiangLab/CPT_Data_Pool.

sourceHugging Faceapache-2.0updated 3mo agoView on Hugging Face
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Dataset Card

CPT Data Pool

This repository hosts a large-scale CPT corpus designed for continual pre-training of domain-specific large language models. It serves as a data component of the 👉F2D-LLM framework, an end-to-end pipeline for domain-specific LLM training.

For detailed data processing, scoring methods, and sampling strategies, please refer to the official 👉GitHub repo.

Overall, the dataset contains approximately 271B tokens and is stored as jsonl files with a unified schema, covering mathematical reasoning, programming code, academic knowledge and general knowledge. All data sources are annotated with quality score tags and the sampling ratios below have been experimentally validated as an effective mix.

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CategorySize (tokens)Category RatioSourceSource RatioSource LicenseScore Tag
Mathematical reasoning34B35%Dolma 1.7-AlgebraicStack12%ODC‑BYmath-score
Dolma 1.7-OpenWebMath11%ODC‑BYmath-score
MegaMath-Web-Pro12%ODC‑BYmath-score
Programming code100B20%StarCoder20%Original repository permissive licensescode-score
Academic knowledge77B15%Dolma 1.7-RedPajama-arXiv10%ODC‑BYedu-score
Pes2o5%ODC‑BYedu-score
General knowledge60B30%Dolma 1.7-CC News4%ODC‑BYedu-score
Dolma 1.7-Wiki6%ODC‑BYedu-score
Dolma 1.7-Books4%ODC‑BYedu-score
Dolma 1.7-MegaWika5%ODC‑BYedu-score
Dolma 1.7-Reddit1%ODC‑BYedu-score
Dolma 1.7-Flan10%ODC‑BYedu-score
Total271B100%-100%--

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Important: The CPT Data Pool is aggregated from multiple publicly available sources, each of which is subject to its own license. While the scripts and preprocessing workflow are licensed under the Apache License 2.0, redistribution of the dataset must comply with the original data licenses. Users are responsible for adhering to the terms of each individual data source when using or redistributing the source data.