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I intended to only reproduce score jump with the templates proposed by preferred for now.
acc@jcommonsenseqa:
rinna-japanese-gpt-neox-3.6b-instruction-ppo: 0.4406 => 0.7408
cyberagent-open-calm-3b: 0.2779 => 0.7819
japanese-stablelm-base-alpha-7b: 0.3342=> 0.8195
see: https://tech.preferred.jp/ja/blog/prompt-tuning/