---
license: apache-2.0
tags:
- thai
- government
- procurement
- question-answering
- text classification
- LLM
- sft
- trl
- 4-bit precision
- bitsandbytes
- LoRA
- Fine-Tuning with LoRA
- NLP
- หลานม่า
- NT Academy
- ntgenai
- lahnmah
- NT Thai GPT
- ntthaigpt
- GenAI
- NT GenAI
- จัดซื้อจัดจ้าง
- ระเบียบ
- กระทรวงการคลัง
- พัสดุ
- ภาครัฐ
- บริหารพัสดุ
- '2560'
- '2564'
- '2017'
- '2021'
datasets:
- thai-government-procurement
language:
- th
- en
pretty_name: thai-gov-procurement
size_categories:
- 10K<n<100K
task_categories:
- question-answering
- text-classification
---

# 🇹🇭 Dataset Card for Thai Government Procurement Dataset

## ℹ️ This dataset is optimized for procurement-related NLP tasks in Thai.

This dataset contains a collection of procurement regulations, instructions, and responses focused on public sector purchasing, contract management, and compliance with Thai government standards. It aims to support natural language processing tasks involving procurement assistance, such as chatbot development, procurement dialogue generation, and other government-related applications.

## Dataset Description

This dataset was designed for developing models related to government procurement processes in the Thai language. It includes procurement-related instructions and responses to assist in generating Thai language models for public sector use.

- **Dataset type:** Text-based (Parquet format)
- **Language(s):** Thai
- **License:** Apache License 2.0

### Dataset Sources

- **Repository:** [Hugging Face Repository](https://huggingface.co/amornpan)

## Uses

### Direct Use

The dataset can be directly used for training models that generate procurement-related responses in Thai. It has been optimized for:

- Procurement question-answering
- Providing information on procurement regulations
- Public sector procurement dialogue generation

### Downstream Use

This dataset can serve as a foundational resource for creating procurement assistance systems, chatbots, and government procurement applications specifically tailored for the Thai language. It can also be useful for developing tools that require understanding and responding to Thai government procurement queries.

## Out-of-Scope Use

- **Real-Time Decision Making:** The dataset is not suitable for developing models used for real-time procurement decision-making or emergency situations.
- **Critical Compliance Decisions:** Avoid using models built on this dataset for making critical compliance decisions without human supervision. The dataset is intended to support informational and assistance purposes, not to replace professional procurement advice.

## Bias, Risks, and Limitations

### Bias

- The dataset may contain inherent biases from the procurement texts used, particularly when addressing underrepresented procurement topics or regulations. Responses might reflect biases present in the original data sources.

### Risks

- Models trained on this dataset may produce inaccurate or incomplete responses. Given the limitations of both the model and dataset, they should not be relied upon as the sole source of procurement advice.

### Limitations

- **Domain-Specific:** The dataset is focused solely on the government procurement domain and might not perform well outside of procurement topics.
- **Prompt Sensitivity:** The responses generated may be sensitive to the way prompts are phrased, and could generate off-topic or irrelevant responses for queries not directly related to procurement content.

## Dataset Details

- **Language:** Thai
- **Domain:** Government Procurement
- **Format:** Parquet

## License

This dataset is licensed under the Apache License 2.0. Please review the terms of this license before using the dataset for any commercial or non-commercial purposes.

## Contact

For questions or feedback, please contact [amornpan@gmail.com](mailto:amornpan@gmail.com).