|
|
|
--- |
|
license: apache-2.0 |
|
language: |
|
- th |
|
library_name: transformers |
|
pipeline_tag: text-generation |
|
tags: |
|
- pretrained |
|
--- |
|
# Typhoon-7B: Thai Large Language Model |
|
|
|
**Typhoon-7B** is a *pretrained* Thai πΉπ large language model with 7 billion parameters, and it is based on Mistral-7B. |
|
|
|
**Typhoon-7B** outperforms all open-source Thai language models at the time of writing as evaluated on Thai examination benchmarks, and its instruction-tuned variant achieves the best results in instruction-following tasks. Also, its performance in Thai is on par with GPT-3.5 while being 2.62 times more efficient in tokenizing Thai text. |
|
|
|
|
|
<div align="center"> |
|
<img src="https://storage.googleapis.com/scb10x-ai-lab-public/assets/typhoon_benchmark.png" alt="Typhoon benchmark" width="100%" style="margin-left:'auto' margin-right:'auto' display:'block'"/> |
|
</div> |
|
|
|
For full details of this model, please read our [paper]() and [release blog post](). |
|
|
|
|
|
## Model Description |
|
- **Model type**: A 7B pretrained decoder-only model |
|
- **Requirement**: transformers 4.34.0 or newer. |
|
- **Primary Language(s)**: Thai πΉπ and English π¬π§ |
|
- **License**: Apache-2.0 (Commercial) |
|
|
|
## Performance on Thai Benchmark |
|
|
|
| **Model** | **ONET** | **IC** | **TGAT** | **TPAT-1** | **A-Level** | |
|
|---------------------|----------|--------|----------|------------|-------------| |
|
| Typhoon-7B | 0.379 | 0.393 | 0.700 | 0.414 | 0.324 | |
|
| SeaLLM-7B | 0.342 | 0.256 | 0.589 | 0.336 | 0.305 | |
|
| OpenThaiGPT-beta-7B | 0.180 | 0.278 | 0.411 | 0.319 | 0.243 | |
|
| WangChanGLM | 0.192 | 0.271 | 0.167 | 0.172 | 0.175 | |
|
| SEA-LION-7B | 0.179 | 0.290 | 0.244 | 0.198 | 0.175 | |
|
| Avg. Human | 0.318 | - | 0.472 | 0.406 | - | |
|
|
|
## Intended Uses & Limitations |
|
|
|
This model is a pretrained base model. Thus, it may not be able to follow human instructions without using one/few-shot learning or instruction fine-tuning. The model does not have any moderation mechanisms, and may generate harmful or inappropriate responses. |
|
|
|
|
|
## SCB10X AI Team |
|
|
|
- Kunat Pipatanakul, Phatrasek Jirabovonvisut, Potsawee Manakul, Sittipong Sripaisarnmongkol, Ruangsak Patomwong, Pathomporn Chokchainant, Kasima Tharnpipitchai |
|
- Corresponding Author: kasima@scb10x.com |
|
- If you find Typhoon-7B useful for your work, please cite it using: |
|
``` |
|
|
|
``` |
|
|