beir/trec-news

목차

1. 사용법

1.1. 모든 데이터 순회

1.2. 개별 데이터 접근

2. 속성

2.1. doc

2.2. query

2.3. qrel

3. 통계

4. 인용

5. 출처

6. 라이센스



1. 사용법

1.1. 모든 데이터 순회

from hamu_tool.dataset import DataLoader

loader = DataLoader.load('beir/trec-news')

for doc in loader.get_docs():
    print(doc.id, doc.text, doc.title, doc.url, doc.author, doc.type, doc.source, doc.published_date)
    break

for query in loader.get_queries():
    print(query.id, query.text)
    break

for qrel in loader.get_qrels('[mode]'):
    print(qrel.qid, qrel.did, qrel.score)
    break

1.2. 개별 데이터 접근

from hamu_tool.dataset import DataLoader

loader = DataLoader.load('beir/trec-news')

doc = loader.get_doc('[did]')
print(doc)

query = loader.get_query('[qid]')
print(query)

qrel = loader.get_qrel('[mode]', '[qid]')
print(qrel)

2. 속성

2.1. doc

속성자료형
idstr
textstr
titlestr
urlstr
authorstr
typestr
sourcestr
published_dateint

2.2. query

속성자료형
idstr
textstr

2.3. qrel

속성자료형
qidstr
didstr
scoreint
  • [mode]: test

3. 통계

수치
TaskNews Retrieval
DomainNews
# Query57
# Doc578,605
# Qreltest3,018
Average Rel D/Qtest52.95
Average Query Length (words)11.14
Average Doc Length (words)646.57

4. 인용

@inproceedings{soboroff2019trec,
  title={TREC 2019 News Track Overview.},
  author={Soboroff, Ian and Huang, Shudong and Harman, Donna},
  booktitle={TREC},
  year={2019}
}
@article{Thakur2021Beir,
  title = "BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models",
  author = "Thakur, Nandan and Reimers, Nils and Rücklé, Andreas and Srivastava, Abhishek and Gurevych, Iryna", 
  journal= "arXiv preprint arXiv:2104.08663",
  month = "4",
  year = "2021",
  url = "https://arxiv.org/abs/2104.08663",
}

5. 출처


6. 라이센스

  • Unknown