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  ## Evaluation
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- We present the results on the [MGSM-JA](https://huggingface.co/datasets/juletxara/mgsm) test set that compares the performance of the our evolved LLMs compared to the source LLMs. For details on the evaluation, please refer to Section 4.1 of the paper.
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  If you want to reproduce the results, please see [our Github repository](https://github.com/SakanaAI/evolutionary-model-merge).
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  | Id. | Model | Type | Params | MGSM-JA (acc ↑ ) |
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  ## Citation
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  ```bibtex
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- @misc{sakana2024evofactory,
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  title = {Evolutionary Optimization of Model Merging Recipes},
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  author. = {Takuya Akiba and Makoto Shing and Yujin Tang and Qi Sun and David Ha},
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  year = {2024},
 
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  ## Evaluation
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+ We present the results on the [MGSM-JA](https://huggingface.co/datasets/juletxara/mgsm) test set that compares the performance of the our evolved LLMs compared to the source LLMs.
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+ For details on the evaluation, please refer to Section 4.1 of the paper.
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  If you want to reproduce the results, please see [our Github repository](https://github.com/SakanaAI/evolutionary-model-merge).
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  | Id. | Model | Type | Params | MGSM-JA (acc ↑ ) |
 
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  ## Citation
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  ```bibtex
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+ @misc{Sakana2024EvolutionaryModelMerge,
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  title = {Evolutionary Optimization of Model Merging Recipes},
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  author. = {Takuya Akiba and Makoto Shing and Yujin Tang and Qi Sun and David Ha},
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  year = {2024},