metadata
language:
- en
multilinguality:
- monolingual
size_categories:
- 1M<n<10M
pretty_name: MS MARCO corpus
dataset_info:
- config_name: passage
features:
- name: pid
dtype: int64
- name: text
dtype: string
splits:
- name: train
num_bytes: 3089201649
num_examples: 8841823
download_size: 1688656108
dataset_size: 3089201649
- config_name: query
features:
- name: qid
dtype: int64
- name: text
dtype: string
splits:
- name: train
num_bytes: 48033044
num_examples: 1010916
download_size: 34858846
dataset_size: 48033044
configs:
- config_name: passage
data_files:
- split: train
path: passage/train-*
- config_name: query
data_files:
- split: train
path: queries/train-*
MS MARCO Corpus
This dataset allows for a convenient mapping from MS MARCO query/passage ID to the query/passage text. This passage corpus was downloaded from https://msmarco.z22.web.core.windows.net/msmarcoranking/collection.tar.gz, and the queries from https://msmarco.blob.core.windows.net/msmarcoranking/queries.tar.gz (via Wayback Machine).
Usage
This dataset was designed to allow you to perform the following:
from datasets import load_dataset
query_dataset = load_dataset("sentence-transformers/msmarco-corpus", "query", split="train")
qid_to_query = dict(zip(query_dataset["qid"], query_dataset["text"]))
print(qid_to_query[571018])
# => "what are the liberal arts?"
passage_dataset = load_dataset("sentence-transformers/msmarco-corpus", "passage", split="train")
pid_to_passage = dict(zip(passage_dataset["pid"], passage_dataset["text"]))
print(pid_to_passage[7349777])
# => "liberal arts. 1. the academic course of instruction at a college intended to provide general knowledge and comprising the arts, humanities, natural sciences, and social sciences, as opposed to professional or technical subjects."
Related Datasets
This dataset is used for the query and passage texts in the following datasets containing MS MARCO with mined hard negatives.
- msmarco-bm25
- msmarco-msmarco-distilbert-base-tas-b
- msmarco-msmarco-distilbert-base-v3
- msmarco-msmarco-MiniLM-L-6-v3
- msmarco-distilbert-margin-mse-cls-dot-v2
- msmarco-distilbert-margin-mse-cls-dot-v1
- msmarco-distilbert-margin-mse-mean-dot-v1
- msmarco-mpnet-margin-mse-mean-v1
- msmarco-co-condenser-margin-mse-cls-v1
- msmarco-distilbert-margin-mse-mnrl-mean-v1
- msmarco-distilbert-margin-mse-sym-mnrl-mean-v1
- msmarco-distilbert-margin-mse-sym-mnrl-mean-v2
- msmarco-co-condenser-margin-mse-sym-mnrl-mean-v1