beir/scifact

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/scifact')

for doc in loader.get_docs():
    print(doc.id, doc.text, doc.title)
    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/scifact')

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

2.2. query

속성자료형
idstr
textstr

2.3. qrel

속성자료형
qidstr
didstr
scoreint
  • [mode]: test, train

3. 통계

수치
TaskFact Checking
DomainScientific
# Query1,109
# Doc5,183
# Qreltest339
train919
Average Rel D/Qtest0.31
train0.83
Average Query Length (words)12.38
Average Doc Length (words)201.81

4. 인용

@inproceedings{Wadden2020Scifact,
    title = "Fact or Fiction: Verifying Scientific Claims",
    author = "Wadden, David and Lin, Shanchuan and Lo, Kyle and Wang, Lucy Lu and an Zuylen, Madeleine and Cohan, Arman and Hajishirzi, Hannaneh",
    booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
    month = nov,
    year = "2020",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/2020.emnlp-main.609",
    doi = "10.18653/v1/2020.emnlp-main.609",
    pages = "7534--7550"
}
@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