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: | |
| - chinese-similar-literature-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: 21072 | |
| num_examples: 439 | |
| - config_name: corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: corpus | |
| num_bytes: 28016252 | |
| num_examples: 36758 | |
| - config_name: queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: queries | |
| num_bytes: 326559 | |
| num_examples: 439 | |
| 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) |