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README.md
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# Model Card for Deita 7B V1.0 SFT (6k)
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Deita is an open-sourced project designed to facilitate **Automatic Data Selection** for instruction tuning in Large Language Models (LLMs).
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## Model description
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| **Open-sourced Models based on Mistral-7B** | | | | | |
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| Mistral-7B-Instruct-v0.1 | -- | -- | 6.84 | 69.65 | 60.45 |
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| Zephyr-7B-sft | SFT | 200K SFT | 5.32 | 75.12 | 60.93 |
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| OpenChat-3.5 | C-RLFT | >70K C-RLFT | 7.81 | 88.51 | -- |
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| Starling-7B | C-RLFT + APA | >70K C-RLFT + 183K APA | 8.09 | 91.99 | -- |
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| Random | SFT | 10K SFT | 5.89 | 56.90 | 61.72 |
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# Model Card for Deita 7B V1.0 SFT (6k)
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Deita is an open-sourced project designed to facilitate **Automatic Data Selection** for instruction tuning in Large Language Models (LLMs).
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Deita 7B V1.0 SFT (6k) is a fine-tuned version of Mistral-7B-v0.1 that was trained on 6k automatically selected lightweight, high-quality alignment SFT data: [Deita 6K V0](https://huggingface.co/datasets/hkust-nlp/deita-6k-v0).
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## Model description
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| **Open-sourced Models based on Mistral-7B** | | | | | |
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| Mistral-7B-Instruct-v0.1 | -- | -- | 6.84 | 69.65 | 60.45 |
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| Zephyr-7B-sft | SFT | 200K SFT | 5.32 | 75.12 | 60.93 |
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| Zephyr-7B-beta | SFT + DPO | 200K SFT + 60K DPO | 7.34 | 90.60 | 66.36 |
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| OpenChat-3.5 | C-RLFT | >70K C-RLFT | 7.81 | 88.51 | -- |
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| Starling-7B | C-RLFT + APA | >70K C-RLFT + 183K APA | 8.09 | 91.99 | -- |
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| Random | SFT | 10K SFT | 5.89 | 56.90 | 61.72 |
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