Replace ranking screenshot with table
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README.md
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## 📈 Training Evaluation
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The following
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The labels in the figures are preserved as provided: `t1x`, `t1x_c`, `t2x`, `t2x_c`, and `fw_raw` in the curve; `tra1x`, `tra1x cleaned`, `tra2x`, `tra2x cleaned`, and `FineWeb 2025-06` in the ranking table.
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| 4 | `tra1x` | 8.916% | 8.358% | 7.841% |
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| 5 | `tra2x` | 8.692% | 8.118% | 7.637% |
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## ❤️ Acknowledgements
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Ultra-FineWeb-L1 builds on [Common Crawl](https://commoncrawl.org/), [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb), [DataTrove](https://github.com/huggingface/datatrove), [trafilatura](https://github.com/adbar/trafilatura), [fastText](https://fasttext.cc/), [NLTK](https://www.nltk.org/), and [ftfy](https://github.com/rspeer/python-ftfy).
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## 📈 Training Evaluation
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The following results report a MiniCPM5 1B evaluation of the dataset variants shown in the original evaluation artifacts. The figure tracks aggregate micro scores during training. The table reports the final aggregate ranking using six-category macro scores, 12-task micro scores, and a 13-task score that includes SIQA.
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The labels in the figures are preserved as provided: `t1x`, `t1x_c`, `t2x`, `t2x_c`, and `fw_raw` in the curve; `tra1x`, `tra1x cleaned`, `tra2x`, `tra2x cleaned`, and `FineWeb 2025-06` in the ranking table.
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| 4 | `tra1x` | 8.916% | 8.358% | 7.841% |
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| 5 | `tra2x` | 8.692% | 8.118% | 7.637% |
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## ❤️ Acknowledgements
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Ultra-FineWeb-L1 builds on [Common Crawl](https://commoncrawl.org/), [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb), [DataTrove](https://github.com/huggingface/datatrove), [trafilatura](https://github.com/adbar/trafilatura), [fastText](https://fasttext.cc/), [NLTK](https://www.nltk.org/), and [ftfy](https://github.com/rspeer/python-ftfy).
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assets/ultrafineweb-fineweb-edu-ranking.jpg
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