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---
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license: apache-2.0
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language:
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- th
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- pretrained
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---
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# Typhoon-7B: Thai Large Language Model (Pretrained)
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**Typhoon-7B** is a *pretrained* Thai 🇹🇭 large language model with 7 billion parameters, and it is based on Mistral-7B.
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**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.
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**This is not an instruction-tuned model** - 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.
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The Instruct model (chat-model) will be released soon. The beta version register is open at https://opentyphoon.ai/ or follow us for future model release https://twitter.com/opentyphoon.
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<div align="center">
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<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'"/>
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</div>
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For full details of this model, please read our [paper](https://arxiv.org/abs/2312.13951).
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## Model Description
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- **Model type**: A 7B pretrained decoder-only model
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- **Requirement**: transformers 4.34.0 or newer.
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- **Primary Language(s)**: Thai 🇹🇭 and English 🇬🇧
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- **License**: Apache-2.0 (Commercial)
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## Performance on Thai Benchmark
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| **Model** | **ONET** | **IC** | **TGAT** | **TPAT-1** | **A-Level** |
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|---------------------|----------|--------|----------|------------|-------------|
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| Typhoon-7B | 0.379 | 0.393 | 0.700 | 0.414 | 0.324 |
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| SeaLLM-7B | 0.342 | 0.256 | 0.589 | 0.336 | 0.305 |
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| OpenThaiGPT-beta-7B | 0.180 | 0.278 | 0.411 | 0.319 | 0.243 |
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| WangChanGLM | 0.192 | 0.271 | 0.167 | 0.172 | 0.175 |
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| SEA-LION-7B | 0.179 | 0.290 | 0.244 | 0.198 | 0.175 |
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| Avg. Human | 0.318 | - | 0.472 | 0.406 | - |
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## Intended Uses & Limitations
|
||||||
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||||||
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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.
|
||||||
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||||||
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## Follow us
|
||||||
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||||||
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https://twitter.com/opentyphoon
|
||||||
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|
||||||
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## Support / Ask any question
|
||||||
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||||||
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https://discord.gg/us5gAYmrxw
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||||||
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|
||||||
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## SCB 10X AI Team
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||||||
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||||||
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- Kunat Pipatanakul, Phatrasek Jirabovonvisut, Potsawee Manakul, Sittipong Sripaisarnmongkol, Ruangsak Patomwong, Pathomporn Chokchainant, Kasima Tharnpipitchai
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||||||
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- If you find Typhoon-7B useful for your work, please cite it using:
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||||||
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```
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@article{pipatanakul2023typhoon,
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title={Typhoon: Thai Large Language Models},
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author={Kunat Pipatanakul and Phatrasek Jirabovonvisut and Potsawee Manakul and Sittipong Sripaisarnmongkol and Ruangsak Patomwong and Pathomporn Chokchainant and Kasima Tharnpipitchai},
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year={2023},
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journal={arXiv preprint arXiv:2312.13951},
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url={https://arxiv.org/abs/2312.13951}
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||||||
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}
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||||||
|
```
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||||||
|
|
||||||
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## Contact Us
|
||||||
|
|
||||||
|
- General & Collaboration: kasima@scb10x.com, pathomporn@scb10x.com
|
||||||
|
- Technical: kunat@scb10x.com
|
||||||
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config.json
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{
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"_name_or_path": "/",
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"architectures": [
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"MistralForCausalLM"
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],
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"bos_token_id": 1,
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"eos_token_id": 2,
|
||||||
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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||||||
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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||||||
|
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||||||
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||||||
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||||||
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||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"model.norm.weight": "pytorch_model-00002-of-00002.bin"
|
||||||
|
}
|
||||||
|
}
|
||||||
5
special_tokens_map.json
Normal file
5
special_tokens_map.json
Normal file
@@ -0,0 +1,5 @@
|
|||||||
|
{
|
||||||
|
"bos_token": "<s>",
|
||||||
|
"eos_token": "</s>",
|
||||||
|
"unk_token": "<unk>"
|
||||||
|
}
|
||||||
98751
tokenizer.json
Normal file
98751
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:ba0260fe22b9efe79df479f2619890767ab9c44912142f21648f1980c32297ed
|
||||||
|
size 562945
|
||||||
40
tokenizer_config.json
Normal file
40
tokenizer_config.json
Normal file
@@ -0,0 +1,40 @@
|
|||||||
|
{
|
||||||
|
"added_tokens_decoder": {
|
||||||
|
"0": {
|
||||||
|
"content": "<unk>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"1": {
|
||||||
|
"content": "<s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"2": {
|
||||||
|
"content": "</s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [],
|
||||||
|
"bos_token": "<s>",
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "</s>",
|
||||||
|
"legacy": true,
|
||||||
|
"model_max_length": 1000000000000000019884624838656,
|
||||||
|
"pad_token": null,
|
||||||
|
"sp_model_kwargs": {},
|
||||||
|
"spaces_between_special_tokens": false,
|
||||||
|
"tokenizer_class": "LlamaTokenizer",
|
||||||
|
"unk_token": "<unk>",
|
||||||
|
"use_default_system_prompt": true
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user