sarashina2.2-0.5b

sarashina2.2-0.5b

sbintuitions

A 0.5B parameter Japanese-English language model trained on 10T tokens, optimized for math and coding tasks with strong performance in Japanese NLP benchmarks.

PropertyValue
Parameter Count0.5 Billion
Training Tokens10 Trillion
LicenseMIT
AuthorSB Intuitions
Model URLhuggingface.co/sbintuitions/sarashina2.2-0.5b

What is sarashina2.2-0.5b?

Sarashina2.2-0.5B is a sophisticated language model developed by SB Intuitions, featuring approximately 500 million parameters. The model underwent a three-phase training process, including pretraining on 10 trillion tokens of Japanese, English, and code data, followed by synthetic data training for mathematical and coding tasks, and fine-tuning for specific applications.

Implementation Details

The model employs a unique training methodology focusing on multilingual capabilities and specialized task performance. It demonstrates impressive benchmark scores, particularly in Japanese language tasks, achieving 33.9% on NIILC, 28.8% on JMMLU, 21.6% on MGSM-ja, and 15.2% on JHumanEval.

  • Multi-phase training architecture
  • Specialized synthetic data enhancement
  • Optimized for Japanese and English text generation
  • Built-in support for coding tasks

Core Capabilities

  • Multilingual text generation in Japanese and English
  • Mathematical problem solving
  • Code generation and analysis
  • Natural language understanding in Japanese context

Frequently Asked Questions

Q: What makes this model unique?

The model's distinctive three-phase training process and optimization for Japanese-English bilingual capabilities, combined with its relatively compact size of 0.5B parameters, makes it particularly efficient for specialized applications.

Q: What are the recommended use cases?

The model is best suited for Japanese-English text generation, mathematical problem solving, and coding tasks. However, users should note that this is a pre-trained model without instruction tuning, and may require additional fine-tuning for specific applications.

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