Phase 1 蒸餾:vault → instruction/response pair(578k raw)
Phase 2 清洗:
critic_score ≥ 80 過濾
長度過濾(instr ≥10 字、resp 80-2000 字)
精確去重 + 語意去重(gemini-embedding-2, cos < 0.97)
紅線檢查(醫療/命名/墓地/法事金額)→ 加 disclaimer
邊緣 pair 改寫(80-85 → 90+ via… See the full description on the dataset page:
https://huggingface.co/datasets/lius-cc/daoism-sft-v1.