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him0413/cantonese-qa-instructions
cantonese-qa-instructions is a machine learning model from him0413. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as cc-by-nc-4.0.
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Updated Jul 10, 2026
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From the Hugging Face model README
粵語 / 廣東話指令微調數據集 — 全合成、全 QC'd、全繁體中文輸出
💼 商業用途需要授權? → 獲取商業授權 → 📦 每日增量更新 · 多格式匯出 · 品質元數據 · 只需 $39/月起
A high-quality synthetic instruction-tuning dataset of natural spoken Cantonese queries paired with Traditional Chinese answers. Covers 6 domains and actively growing every night via automated multi-model generation pipeline.
| Total pairs | 11,170 |
| Target | 30,000 (growing ~1,300/night) |
| Domains | 6 |
| Format | JSONL + Parquet |
| License | CC-BY-NC-4.0 (free for research) · Commercial License available |
| Domain 🀄 | Pairs | Target | Progress | Description |
|---|---|---|---|---|
| tech 🔧 | 5,000 | 5,000 | ✅ 100% | 手機Apps、AI工具、程式開發、網絡安全 |
| medical 🏥 | 2,208 | 5,000 | 44.2% | 常見病症、藥物知識、中醫養生、醫療保險 |
| creative 🎨 | 1,060 | 5,000 | 21.2% | 寫作技巧、廣東話歇後語、歌詞創作 |
| legal ⚖️ | 1,006 | 5,000 | 20.1% | 香港法律常識、合約條款、租務糾紛 |
| daily 🏠 | 969 | 5,000 | 19.4% | 日常對話、購物、飲食、交通、天氣 |
| finance 💰 | 927 | 5,000 | 18.5% | 港股投資、MPF、保險、按揭、加密貨幣 |
| Free (HF) | Commercial | |
|---|---|---|
| License | CC-BY-NC-4.0 (research only) | Commercial use allowed |
| Update | Monthly snapshot | Daily incremental |
| Format | JSONL | JSONL + ShareGPT + Alpaca |
| Quality | Raw | Confidence scores + domain tags |
| Support | Community (HF Discussions) | Priority + SLA |
| Price | Free 🆓 | $39-249/mo 💼 |
| 获取 | load_dataset("him0413/cantonese-qa-instructions") | Gumroad → |
💡 免費版 vs 付費版切割邏輯: 免費版提供每月靜態快照(CC-BY-NC,僅限學術)。付費版提供每日增量流、品質評分、多格式匯出,以及完整商業授權,適合需要定期 fine-tune 嘅 AI 產品團隊。
{
"instruction": "我成日頭暈目眩,起身快啲就眼黑下,係咪貧血呀?",
"output": "呢種情況通常叫做「體位性低血壓」,唔一定係貧血...",
"domain": "medical",
"difficulty": "easy",
"generated_at": "2026-06-27T01:15:00"
}
| Field | Type | Description |
|---|---|---|
instruction | string | Natural spoken Cantonese question (口語廣東話) |
output | string | Traditional Chinese answer, 50-200 characters |
domain | class | One of: daily, finance, tech, medical, legal, creative |
difficulty | class | easy, medium, or hard |
generated_at | datetime | ISO 8601 timestamp |
from datasets import load_dataset
dataset = load_dataset("him0413/cantonese-qa-instructions")
# Filter by domain
medical = dataset['train'].filter(lambda x: x['domain'] == 'medical')
formatted = []
for p in pairs:
formatted.append({
"messages": [
{"role": "user", "content": p["instruction"]},
{"role": "assistant", "content": p["output"]}
]
})
| Stage | Tool | Model |
|---|---|---|
| Generation | generate_cantonese_qa.py | L1 Qwen 3.6 35B + L2 Qwen 3.6 27B |
| QC Review | generate_cantonese_qa.py | DeepSeek V4 Pro |
| Scheduling | Hermes Agent Cron | Nightly 00:00-07:00 HKT |
| Packaging | package_qa_tiers.py | Basic / Pro / Enterprise |
Cantonese (粵語/廣東話) is spoken by 85+ million people worldwide but is massively underserved in NLP. Fewer than 10 public Cantonese instruction datasets exist on HuggingFace. This is the largest one — and it grows every night.
| Milestone | Target | ETA |
|---|---|---|
| v0.4 | 11,170 pairs ✅ | June 2026 |
| v0.5 | 15,000 pairs | July 2026 |
| v1.0 | 30,000 pairs | Sep 2026 |
Generated with ❤️ in Hong Kong 🇭🇰 最後更新:2026-06-27 | Next update: nightly