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license: odc-by |
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# TxT360: a globally deduplicated dataset for LLM pretraining |
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<center><img src="llm360_logo(1).png" alt="k2 eval table" /></center> |
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## We introduce TxT360 (Trillion eXtracted Text) the first dataset to globally deduplicate 99 CommonCrawl snapshots and 14 commonly used non-web data sources (e.g. FreeLaw, PG-19, etc.) providing pretraining teams with a recipe to easily adjust data weighting and train the most performant models. |
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# TxT360 Compared to Common Pretraining Datasets |
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| Data Source | TxT360 | FineWeb | RefinedWeb | PedPajamaV2 | C4 | Dolma | RedPajamaV1 | The Pile | |
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|---------------------------|--------|---------|------------|-------------|----|-------|-------------|--------------------| |
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| CommonCrawl Snapshots | 99 | 96 | 90 | 84 | 1 | 24 | 5 | 0.6% of 74 | |
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| Papers | 5 Sources | - | - | - | - | 1 Source | 1 Source | 4 Sources | |
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| Wikipedia | 310+ Languages | - | - | - | - | Included | Included | English Only | |
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| FreeLaw | Included | - | - | - | - | - | - | Included | |
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| DM Math | Included | - | - | - | - | - | - | Included | |
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| USPTO | Included | - | - | - | - | - | - | Included | |
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| PG-19 | Included | - | - | - | - | Included | Included | Included | |
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| HackerNews | Included | - | - | - | - | - | - | Included | |
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| Ubuntu IRC | Included | - | - | - | - | - | - | Included | |
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| EuroParl | Included | - | - | - | - | - | - | Included | |
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| StackExchange | Included | - | - | - | - | - | - | Included | |
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| Code | ** | - | - | - | - | Included | Included | Included | |
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Complete details on the dataset can be found in our blog post [here](https://huggingface.co/spaces/LLM360/TxT360-New). |
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