Analogy Test Dataset
This dataset contains five different word analogy datasets. Each contains jsonline files for validation and test, in which each line consists of following dictionary,
{"stem": ["raphael", "painter"],
"answer": 2,
"choice": [["andersen", "plato"],
["reading", "berkshire"],
["marx", "philosopher"],
["tolstoi", "edison"]]}
where stem is the query word pair, choice has word pair candidates,
and answer indicates the index of correct candidate which starts from 0. Data statistics are summarized as below.
| Dataset | Size (valid/test) | Num of choice | Num of relation group | Original Reference |
|---|---|---|---|---|
| sat | 37/337 | 5 | 2 | Turney (2005) |
| u2 | 24/228 | 5,4,3 | 9 | EnglishForEveryone |
| u4 | 48/432 | 5,4,3 | 5 | EnglishForEveryone |
| 50/500 | 4 | 2 | Mikolov et al., (2013) | |
| bats | 199/1799 | 4 | 3 | Gladkova et al., (2016) |
All data is lowercased except Google dataset. Please read our paper for more information about the dataset and cite it if you use the dataset:
@inproceedings{ushio-etal-2021-bert-is,
title ={{BERT} is to {NLP} what {A}lex{N}et is to {CV}: {C}an {P}re-{T}rained {L}anguage {M}odels {I}dentify {A}nalogies?},
author={Ushio, Asahi and
Espinosa-Anke, Luis and
Schockaert, Steven and
Camacho-Collados, Jose},
booktitle={Proceedings of the {ACL}-{IJCNLP} 2021 Main Conference},
year={2021},
publisher={Association for Computational Linguistics}
}
LICENSE
The LICENSE of all the resources are under CC-BY-NC-4.0. Thus, they are freely available for academic purpose or individual research, but restricted for commercial use.