| Quantization made by Richard Erkhov. | |
| [Github](https://github.com/RichardErkhov) | |
| [Discord](https://discord.gg/pvy7H8DZMG) | |
| [Request more models](https://github.com/RichardErkhov/quant_request) | |
| Apollo-2B - bnb 8bits | |
| - Model creator: https://huggingface.co/FreedomIntelligence/ | |
| - Original model: https://huggingface.co/FreedomIntelligence/Apollo-2B/ | |
| Original model description: | |
| --- | |
| license: apache-2.0 | |
| --- | |
| # Multilingual Medicine: Model, Dataset, Benchmark, Code | |
| Covering English, Chinese, French, Hindi, Spanish, Hindi, Arabic So far | |
| <p align="center"> | |
| 👨🏻💻<a href="https://github.com/FreedomIntelligence/Apollo" target="_blank">Github</a> •📃 <a href="https://arxiv.org/abs/2403.03640" target="_blank">Paper</a> • 🌐 <a href="https://apollo.llmzoo.com/" target="_blank">Demo</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus" target="_blank">ApolloCorpus</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/XMedbench" target="_blank">XMedBench</a> | |
| <br> <a href="./README_zh.md"> 中文 </a> | <a href="./README.md"> English | |
| </p> | |
|  | |
| ## 🌈 Update | |
| * **[2024.03.07]** [Paper](https://arxiv.org/abs/2403.03640) released. | |
| * **[2024.02.12]** <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus" target="_blank">ApolloCorpus</a> and <a href="https://huggingface.co/datasets/FreedomIntelligence/XMedbench" target="_blank">XMedBench</a> is published！🎉 | |
| * **[2024.01.23]** Apollo repo is published！🎉 | |
| ## Results | |
| 🤗<a href="https://huggingface.co/FreedomIntelligence/Apollo-0.5B" target="_blank">Apollo-0.5B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-1.8B" target="_blank">Apollo-1.8B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-2B" target="_blank">Apollo-2B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-6B" target="_blank">Apollo-6B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-7B" target="_blank">Apollo-7B</a> | |
| 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-0.5B-GGUF" target="_blank">Apollo-0.5B-GGUF</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-2B-GGUF" target="_blank">Apollo-2B-GGUF</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-6B-GGUF" target="_blank">Apollo-6B-GGUF</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-7B-GGUF" target="_blank">Apollo-7B-GGUF</a> | |
|  | |
| ## Usage Format | |
| User:{query}\nAssistant:{response}<|endoftext|> | |
| ## Dataset & Evaluation | |
| - Dataset | |
| 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus" target="_blank">ApolloCorpus</a> | |
| <details><summary>Click to expand</summary> | |
|  | |
| - [Zip File](https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus/blob/main/ApolloCorpus.zip) | |
| - [Data category](https://huggingface.co/datasets/FreedomIntelligence/ApolloCorpus/tree/main/train) | |
| - Pretrain: | |
| - data item: | |
| - json_name: {data_source}_{language}_{data_type}.json | |
| - data_type: medicalBook, medicalGuideline, medicalPaper, medicalWeb(from online forum), medicalWiki | |
| - language: en(English), zh(chinese), es(spanish), fr(french), hi(Hindi) | |
| - data_type: qa(generated qa from text) | |
| - data_type==text: list of string | |
| ``` | |
| [ | |
| "string1", | |
| "string2", | |
| ... | |
| ] | |
| ``` | |
| - data_type==qa: list of qa pairs(list of string) | |
| ``` | |
| [ | |
| [ | |
| "q1", | |
| "a1", | |
| "q2", | |
| "a2", | |
| ... | |
| ], | |
| ... | |
| ] | |
| ``` | |
| - SFT: | |
| - json_name: {data_source}_{language}.json | |
| - data_type: code, general, math, medicalExam, medicalPatient | |
| - data item: list of qa pairs(list of string) | |
| ``` | |
| [ | |
| [ | |
| "q1", | |
| "a1", | |
| "q2", | |
| "a2", | |
| ... | |
| ], | |
| ... | |
| ] | |
| ``` | |
| </details> | |
| - Evaluation | |
| 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/XMedbench" target="_blank">XMedBench</a> | |
| <details><summary>Click to expand</summary> | |
| - EN: | |
| - [MedQA-USMLE](https://huggingface.co/datasets/GBaker/MedQA-USMLE-4-options) | |
| - [MedMCQA](https://huggingface.co/datasets/medmcqa/viewer/default/test) | |
| - [PubMedQA](https://huggingface.co/datasets/pubmed_qa): Because the results fluctuated too much, they were not used in the paper. | |
| - [MMLU-Medical](https://huggingface.co/datasets/cais/mmlu) | |
| - Clinical knowledge, Medical genetics, Anatomy, Professional medicine, College biology, College medicine | |
| - ZH: | |
| - [MedQA-MCMLE](https://huggingface.co/datasets/bigbio/med_qa/viewer/med_qa_zh_4options_bigbio_qa/test) | |
| - [CMB-single](https://huggingface.co/datasets/FreedomIntelligence/CMB): Not used in the paper | |
| - Randomly sample 2,000 multiple-choice questions with single answer. | |
| - [CMMLU-Medical](https://huggingface.co/datasets/haonan-li/cmmlu) | |
| - Anatomy, Clinical_knowledge, College_medicine, Genetics, Nutrition, Traditional_chinese_medicine, Virology | |
| - [CExam](https://github.com/williamliujl/CMExam): Not used in the paper | |
| - Randomly sample 2,000 multiple-choice questions | |
| - ES: [Head_qa](https://huggingface.co/datasets/head_qa) | |
| - FR: [Frenchmedmcqa](https://github.com/qanastek/FrenchMedMCQA) | |
| - HI: [MMLU_HI](https://huggingface.co/datasets/FreedomIntelligence/MMLU_Arabic) | |
| - Clinical knowledge, Medical genetics, Anatomy, Professional medicine, College biology, College medicine | |
| - AR: [MMLU_Ara](https://huggingface.co/datasets/FreedomIntelligence/MMLU_Hindi) | |
| - Clinical knowledge, Medical genetics, Anatomy, Professional medicine, College biology, College medicine | |
| </details> | |
| ## Results reproduction | |
| <details><summary>Click to expand</summary> | |
| **Waiting for Update** | |
| </details> | |
| ## Citation | |
| Please use the following citation if you intend to use our dataset for training or evaluation: | |
| ``` | |
| @misc{wang2024apollo, | |
| title={Apollo: Lightweight Multilingual Medical LLMs towards Democratizing Medical AI to 6B People}, | |
| author={Xidong Wang and Nuo Chen and Junyin Chen and Yan Hu and Yidong Wang and Xiangbo Wu and Anningzhe Gao and Xiang Wan and Haizhou Li and Benyou Wang}, | |
| year={2024}, | |
| eprint={2403.03640}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| ``` | |