LLM-jp(NII)Proprietary

llm-jp-13b-instruct-lora-dolly-oasst-v1.0

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A 13B-parameter Japanese-optimized large language model developed by NII. Fine-tuned using LoRA on the Dolly and OASST datasets for improved instruction following.

Parameters

Undisclosed

Context Window

License

Proprietary

Release Date

2023-10-18

API Pricing

API pricing for this model is not yet available

Strengths

  • Optimized for Japanese language based on the llm-jp model foundation.
  • 13B parameter size offers a good balance between capability and resource use.
  • Fine-tuned on popular instruction datasets (Dolly/OASST) via efficient LoRA.

Weaknesses

  • Performance is heavily dependent on the quality of the base llm-jp model.
  • LoRA fine-tuning might not capture as much instruction-following nuance as full SFT.
  • May have limitations in tasks outside the scope of its fine-tuning data.

Use Cases

  • Japanese chatbots and virtual assistants that follow instructions.
  • Tasks benefiting from instruction-tuning, like Q&A and task completion.
  • Research on applying LoRA fine-tuning to Japanese language models.