Service
Text & LLM data
Native writers create Khmer instructions, answers and preference ratings, so your model writes natural, polite and accurate Khmer.
What's included
- Prompt–response pairs written from scratch in Khmer
- Multi-turn dialogues in polite and casual registers
- Human translation and post-editing
- Preference ranking for RLHF and DPO
- Style guides for Khmer tone and honorifics
Sample deliverable
A Khmer instruction pair with reviewer ratings.
Illustrative example. Real samples come with your free pilot.
{
"messages": [
{ "role": "user",
"content": "តើខ្ញុំគួរត្រៀមឯកសារអ្វីខ្លះ ដើម្បីបើកគណនីធនាគារ?" },
{ "role": "assistant",
"content": "សូមត្រៀមអត្តសញ្ញាណប័ណ្ណ ឬលិខិតឆ្លងដែន និងលេខទូរស័ព្ទរបស់អ្នក។" }
],
"rating": { "helpful": 5, "natural_khmer": 5, "safe": true },
"writer": "w_118", "reviewer": "w_042"
}How it works
- 1
Brief
Topics, tasks, tone and length targets.
- 2
Write
Native writers produce prompts and answers.
- 3
Rate
A second writer rates, ranks or corrects every item.
- 4
Deliver
JSONL ready for fine-tuning, with quality statistics.
Frequently asked questions
Is the text machine-translated?
No. It's written or translated by native Khmer speakers. Machine output is only used when you ask us to post-edit it.
Can you cover specialist topics like law or medicine?
Yes, with writers who have that background and a domain reviewer on each batch.
Do you handle formal register and royal vocabulary?
Yes. Our style guides cover polite, formal and royal registers, so answers fit the situation.
Related services
Start with a free pilot
We produce a small batch to your spec so you can check the quality before you commit.