Datasets:
Languages:
English
Multilinguality:
monolingual
Size Categories:
unknown
Language Creators:
machine-generated
Annotations Creators:
expert-generated
Source Datasets:
original
Tags:
word-segmentation
License:
unknown
"""Dev-Stanford dataset by Çelebi et al..""" | |
import datasets | |
_CITATION = """ | |
@article{celebi2018segmenting, | |
title={Segmenting hashtags and analyzing their grammatical structure}, | |
author={Celebi, Arda and {\"O}zg{\"u}r, Arzucan}, | |
journal={Journal of the Association for Information Science and Technology}, | |
volume={69}, | |
number={5}, | |
pages={675--686}, | |
year={2018}, | |
publisher={Wiley Online Library} | |
} | |
""" | |
_DESCRIPTION = """ | |
1000 hashtags manually segmented by Çelebi et al. for development purposes, | |
randomly selected from the Stanford Sentiment Tweet Corpus by Sentiment140. | |
""" | |
_URLS = { | |
"dev": "https://raw.githubusercontent.com/ardax/hashtag-segmentor/master/Dev-Stanford" | |
} | |
class DevStanford(datasets.GeneratorBasedBuilder): | |
VERSION = datasets.Version("1.0.0") | |
def _info(self): | |
return datasets.DatasetInfo( | |
description=_DESCRIPTION, | |
features=datasets.Features( | |
{ | |
"index": datasets.Value("int32"), | |
"hashtag": datasets.Value("string"), | |
"segmentation": datasets.Value("string") | |
} | |
), | |
supervised_keys=None, | |
homepage="https://tabilab.cmpe.boun.edu.tr/projects/hashtag_segmentation/", | |
citation=_CITATION, | |
) | |
def _split_generators(self, dl_manager): | |
downloaded_files = dl_manager.download(_URLS) | |
return [ | |
datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"] }) | |
] | |
def _generate_examples(self, filepath): | |
with open(filepath, 'r') as f: | |
for idx, line in enumerate(f): | |
yield idx, { | |
"index": idx, | |
"hashtag": line.strip().replace(" ", ""), | |
"segmentation": line.strip() | |
} |