cais/mmlu 已完整同步
annotations_creators:
- no-annotation language_creators:
- expert-generated language:
- en license:
- mit multilinguality:
- monolingual size_categories:
- 10K<n<100K source_datasets:
- original task_categories:
- question-answering task_ids:
- multiple-choice-qa paperswithcode_id: mmlu pretty_name: Measuring Massive Multitask Language Understanding language_bcp47:
- en-US dataset_info:
- config_name: abstract_algebra
features:
- name: question dtype: string
- name: subject dtype: string
- name: choices sequence: string
- name: answer dtype: class_label: names: '0': A '1': B '2': C '3': D splits:
- name: test num_bytes: 49618.6654322746 num_examples: 100
- name: validation num_bytes: 5485.515349444808 num_examples: 11
- name: dev num_bytes: 2199.1754385964914 num_examples: 5 download_size: 17143 dataset_size: 57303.3562203159
- config_name: all
features:
- name: question dtype: string
- name: subject dtype: string
- name: choices sequence: string
- name: answer dtype: class_label: names: '0': A '1': B '2': C '3': D splits:
- name: test num_bytes: 6967453 num_examples: 14042
- name: validation num_bytes: 763484 num_examples: 1531
- name: dev num_bytes: 125353 num_examples: 285
- name: auxiliary_train num_bytes: 161000625 num_examples: 99842 download_size: 51503402 dataset_size: 168856915
- config_name: anatomy
features:
- name: question dtype: string
- name: subject dtype: string
- name: choices sequence: string
- name: answer dtype: class_label: names: '0': A '1': B '2': C '3': D splits:
- name: test num_bytes: 66985.19833357072 num_examples: 135
- name: validation num_bytes: 6981.5649902024825 num_examples: 14
- name: dev num_bytes: 2199.1754385964914 num_examples: 5 download_size: 28864 dataset_size: 76165.9387623697
- config_name: astronomy
features:
- name: question dtype: string
- name: subject dtype: string
- name: choices sequence: string
- name: answer dtype: class_label: names: '0': A '1': B '2': C '3': D splits:
- name: test num_bytes: 75420.3714570574 num_examples: 152
- name: validation num_bytes: 7978.931417374265 num_examples: 16
- name: dev num_bytes: 2199.1754385964914 num_examples: 5 download_size: 39316 dataset_size: 85598.47831302814
- config_name: auxiliary_train
features:
- name: train
struct:
- name: answer dtype: int64
- name: choices sequence: string
- name: question dtype: string
- name: subject dtype: string splits:
- name: train num_bytes: 161000625 num_examples: 99842 download_size: 47518592 dataset_size: 161000625
- name: train
struct:
- config_name: business_ethics
features:
- name: question dtype: string
- name: subject dtype: string
- name: choices sequence: string
- name: answer dtype: class_label: names: '0': A '1': B '2': C '3': D splits:
- name: test num_bytes: 49618.6654322746 num_examples: 100
- name: validation num_bytes: 5485.515349444808 num_examples: 11
- name: dev num_bytes: 2199.1754385964914 num_examples: 5 download_size: 31619 dataset_size: 57303.3562203159
- config_name: clinical_knowledge
features:
- name: question dtype: string
- name: subject dtype: string
- name: choices sequence: string
- name: answer dtype: class_label: names: '0': A '1': B '2': C '3': D splits:
- name: test num_bytes: 131489.4633955277 num_examples: 265
- name: validation num_bytes: 14461.813193990856 num_examples: 29
- name: dev num_bytes: 2199.1754385964914 num_exam
数据概览
MMLU 面向大语言模型多任务知识评测,当前镜像包含题目、学科、选项和答案相关文件,适合做基准测试与能力分析。
181 个文件
浏览文件数据集版权信息
本数据集的许可证为 MIT License。如有违反相关条款,请联系 WEHUB,我们将及时处理。 查看许可证
下载数据集
通过 WeHub CLI 下载当前数据集快照。下列命令会固定为当前页面展示的数据版本(如果页面提供版本)。文件字节由本机直连存储下载,浏览器不会签发或保存下载链接。
前置要求
需要 Node.js 18 及以上,以及 npm(或 npx)。
1. 安装 CLI
npm install -g wehub-cli@latest
2. 下载此数据集
wehub datasets download ds_cais_mmlu_a94642f86c --revision c30699e8356da336a370243923dbaf21066bb9fe --output ./ds_cais_mmlu_a94642f86c
若中断或部分失败,在同一目录重新执行同一命令即可续传。默认会校验 SHA-256。
免全局安装
npx --yes wehub-cli@latest datasets download ds_cais_mmlu_a94642f86c --revision c30699e8356da336a370243923dbaf21066bb9fe --output ./ds_cais_mmlu_a94642f86c
高级选项
以下为 wehub datasets download 已支持的参数示例:
强制重新下载,不复用已校验的本地文件
wehub datasets download ds_cais_mmlu_a94642f86c --revision c30699e8356da336a370243923dbaf21066bb9fe --output ./ds_cais_mmlu_a94642f86c --overwrite
仅包含匹配路径
wehub datasets download ds_cais_mmlu_a94642f86c --revision c30699e8356da336a370243923dbaf21066bb9fe --output ./ds_cais_mmlu_a94642f86c --include "*.jsonl"
排除匹配路径
wehub datasets download ds_cais_mmlu_a94642f86c --revision c30699e8356da336a370243923dbaf21066bb9fe --output ./ds_cais_mmlu_a94642f86c --exclude "*.md"
提高并发下载数
wehub datasets download ds_cais_mmlu_a94642f86c --revision c30699e8356da336a370243923dbaf21066bb9fe --output ./ds_cais_mmlu_a94642f86c --jobs 8
完整帮助:wehub datasets download --help