SO8T Thinking Plan Mode

Overview

This skill creates comprehensive evolution plans for transforming Qwen2.5-7B into an advanced SO8T/thinking model with Nobel/Fields medal-level reasoning capabilities. The plan integrates multiple Japanese datasets, scientific/mathematical reasoning enhancement, and 2024-2026 LLM breakthroughs, using Moonshot AI pipeline principles adapted as "Sunset Pipeline".

Core Capabilities

1. Japanese Language Enhancement

Base Research: Continual Pre-Training for Cross-Lingual LLM Adaptation (COLM 2024)

• Vocabulary Expansion: Extend Llama-style vocabularies with Japanese characters
• Continual Pre-Training: Train on 100B+ Japanese web corpora after English pre-training
• Parallel Corpora Integration: Enhance translation and cross-lingual transfer
• Expected Improvement: 70%+ performance gain on Japanese tasks