beir/fiqa

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/fiqa')

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

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

2.2. query

속성자료형
idstr
textstr

2.3. qrel

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

3. 통계

수치
TaskQuestion Answering
DomainFinance
# Query6,648
# Doc57,600
# Qreltest1705
dev1,236
train14,131
Average Rel D/Qtest0.26
dev0.19
train2.13
Average Query Length (words)10.82
Average Doc Length (words)132.99

4. 인용

@article{Maia2018Fiqa,
  title = "WWW'18 Open Challenge: Financial Opinion Mining and Question Answering",
  author = "Macedo Maia and S. Handschuh and A. Freitas and Brian Davis and R. McDermott and M. Zarrouk and A. Balahur",
  journal = "Companion Proceedings of the The Web Conference 2018",
  year = "2018"
}
@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