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title: README
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These are the archival development ablations for [Shisa V2](https://huggingface.co/collections/shisa-ai/shisa-v2-67fc98ecaf940ad6c49f5689) family of Japanese multilingual LLMs.

This includes the work done on [Llama 3.1 Shisa V2 405B](https://huggingface.co/shisa-ai/shisa-v2-llama3.1-405b), the strong Japanese model (open or closed) ever developed in Japan at the time of its release.