metadata
language:
- en
- ja
library_name: transformers
pipeline_tag: text-generation
license: llama3
model_type: llama
Llama3-Preferred-MedSwallow-70B
Model Description
Llama3-Preferred-MedSwallow-70B is a finetuned model based on tokyotech-llm/Llama-3-Swallow-70B-v0.1, which has undergone continued pretraining on an original corpus of medical-related text. For more details, please refer to our blog post at https://tech.preferred.jp/ja/blog/llama3-preferred-medswallow-70b/. The model is released under the META LLAMA 3 COMMUNITY LICENSE.
Model Performance
The table below shows the performance on the Japanese national medical licensing examinations from 2018 to 2022 (IgakuQA).
| Model ID | Average | 2018 | 2019 | 2020 | 2021 | 2022 |
|---|---|---|---|---|---|---|
| Llama3-Preferred-MedSwallow-70B | 395.2 | 407 | 390 | 391 | 393 | 395 |
| GPT-4 | 388.8 | 382 | 385 | 387 | 398 | 392 |
| Llama-3-Swallow-70B-v0.1 | 348.6 | 353 | 347 | 353 | 345 | 345 |
| Meta-Llama-3-70B | 334.6 | 353 | 340 | 348 | 314 | 318 |
| Qwen2-72B | 331.2 | 320 | 325 | 325 | 326 | 360 |
| gemma-2-27b | 316 | 337 | 298 | 327 | 296 | 322 |
| Swallow-70b-NVE-hf | 291.6 | 283 | 280 | 300 | 295 | 300 |
| Swallow-MX-8x7b-NVE-v0.1 | 280.8 | 262 | 273 | 291 | 284 | 294 |
| ChatGPT | 273.2 | 266 | 250 | 266 | 297 | 287 |
Limitations
The model was developed for research purposes and is not intended for clinical diagnosis. It is the users' responsibility to ensure compliance with applicable rules and regulations.
Contributors
Preferred Networks, Inc.
- Junichiro Iwasawa
- Keita Suzuki
- Wataru Kawakami