Datasets:
Tasks:
Text Retrieval
Modalities:
Text
Formats:
json
Languages:
Chinese
Size:
10K - 100K
ArXiv:
License:
license: apache-2.0 | |
task_categories: | |
- text-retrieval | |
language: | |
- zh | |
tags: | |
- doctor-patient-consultation-retrieval | |
pretty_name: CMIRB Benchmark | |
size_categories: | |
- 10M<n<100M | |
dataset_info: | |
- config_name: default | |
features: | |
- name: q_id | |
dtype: string | |
- name: p_id | |
dtype: string | |
- name: score | |
dtype: int64 | |
splits: | |
- name: test | |
num_bytes: 45264 | |
num_examples: 943 | |
- config_name: corpus | |
features: | |
- name: id | |
dtype: string | |
- name: text | |
dtype: string | |
splits: | |
- name: corpus | |
num_bytes: 14093292 | |
num_examples: 12577 | |
- config_name: queries | |
features: | |
- name: id | |
dtype: string | |
- name: text | |
dtype: string | |
splits: | |
- name: queries | |
num_bytes: 496049 | |
num_examples: 943 | |
configs: | |
- config_name: default | |
data_files: | |
- split: test | |
path: qrels/test.jsonl | |
- config_name: corpus | |
data_files: | |
- split: corpus | |
path: corpus.jsonl | |
- config_name: queries | |
data_files: | |
- split: queries | |
path: queries.jsonl | |
## ๐ญ Overview | |
### CMIRB: Chinese Medical Information Retrieval Benchmark | |
**CMIRB** is a specialized multi-task dataset designed specifically for medical information retrieval. It consists of data collected from various medical online websites, encompassing 5 tasks and 10 datasets, and has practical application scenarios. | |
| Name | Description | Query #Samples | Doc #Samples | | |
|:-----:|:---------------------------:|:-----:|:-----:| | |
| [MedExamRetrieval](https://huggingface.co/datasets/CMIRB/MedExamRetrieval) | Medical multi-choice exam | 697 | 27,871 | | |
| [DuBaikeRetrieval](https://huggingface.co/datasets/CMIRB/DuBaikeRetrieval) | Medical search query from BaiDu Search | 318 | 56,441 | | |
| [DXYDiseaseRetrieval](https://huggingface.co/datasets/CMIRB/DXYDiseaseRetrieval) | Disease question from medical website | 1,255 | 54,021 | | |
| [MedicalRetrieval](https://huggingface.co/datasets/C-MTEB/MedicalRetrieval) | Passage retrieval dataset collected from Alibaba | 1,000 | 100,999 | | |
| [CmedqaRetrieval](https://huggingface.co/datasets/C-MTEB/CmedqaRetrieval) | Online medical consultation text | 3,999 | 100,001 | | |
| [DXYConsultRetrieval](https://huggingface.co/datasets/CMIRB/DXYConsultRetrieval) | Online medical consultation text | 943 | 12,577 | | |
| [CovidRetrieval](https://huggingface.co/datasets/C-MTEB/CovidRetrieval) | COVID-19 news articles | 949 | 100,001 | | |
| [IIYiPostRetrieval](https://huggingface.co/datasets/CMIRB/IIYiPostRetrieval) | Medical post articles | 789 | 27,570 | | |
| [CSLCiteRetrieval](https://huggingface.co/datasets/CMIRB/CSLCiteRetrieval) | Medical literature citation prediction | 573 | 36,703 | | |
| [CSLRelatedRetrieval](https://huggingface.co/datasets/CMIRB/CSLRelatedRetrieval) | Medical similar literatue | 439 | 36,758 | | |
## ๐ GitHub | |
Github link [AutoMIR](https://github.com/ll0ruc/AutoMIR) | |
## ๐ Paper | |
Paper link [arXiv](https://arxiv.org/abs/2410.20050) |