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--- |
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license: mit |
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datasets: |
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- UCLA-AGI/SPIN_iter1 |
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language: |
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- en |
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base_model: alignment-handbook/zephyr-7b-sft-full |
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pipeline_tag: text-generation |
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--- |
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Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models (https://arxiv.org/abs/2401.01335) |
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# zephyr-7b-sft-full-spin-iter1 |
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This model is a self-play fine-tuned model at iteration 1 from [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) using synthetic data based on on the [HuggingFaceH4/ultrachat_200k](https://huggingface.co/datasets/HuggingFaceH4/ultrachat_200k) dataset. |
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## Model Details |
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### Model Description |
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- Model type: A 7B parameter GPT-like model fine-tuned on synthetic datasets. |
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- Language(s) (NLP): Primarily English |
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- License: MIT |
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- Finetuned from model: alignment-handbook/zephyr-7b-sft-full (based on mistralai/Mistral-7B-v0.1) |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 5e-07 |
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- train_batch_size: 8 |
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- seed: 42 |
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- distributed_type: multi-GPU |
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- num_devices: 8 |
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- total_train_batch_size: 64 |
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- optimizer: RMSProp |
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- lr_scheduler_type: linear |
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- lr_scheduler_warmup_ratio: 0.1 |
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- num_epochs: 2.0 |
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## [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) |
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_UCLA-AGI__zephyr-7b-sft-full-spin-iter1) |
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| Metric | Value | |
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|-----------------------|---------------------------| |
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| Avg. | 62.86 | |
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| ARC (25-shot) | 65.87 | |
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| HellaSwag (10-shot) | 85.44 | |
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| MMLU (5-shot) | 60.95 | |
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| TruthfulQA (0-shot) | 57.39 | |
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| Winogrande (5-shot) | 76.64 | |
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| GSM8K (5-shot) | 30.86 | |
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## Citation |
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``` |
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@misc{chen2024selfplay, |
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title={Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models}, |
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author={Zixiang Chen and Yihe Deng and Huizhuo Yuan and Kaixuan Ji and Quanquan Gu}, |
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year={2024}, |
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eprint={2401.01335}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.LG} |
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} |
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``` |
