Datasets:
Tasks:
Token Classification
Modalities:
Text
Sub-tasks:
part-of-speech
Languages:
English
Size:
100K - 1M
License:
{"twitter-pos-vcb": {"description": "Part-of-speech information is basic NLP task. However, Twitter text\nis difficult to part-of-speech tag: it is noisy, with linguistic errors and idiosyncratic style.\nThis data is the vote-constrained bootstrapped data generate to support state-of-the-art results.\n\nThe data is about 1.5 million English tweets annotated for part-of-speech using Ritter's extension of the PTB tagset.\nThe tweets are from 2012 and 2013, tokenized using the GATE tokenizer and tagged\njointly using the CMU ARK tagger and Ritter's T-POS tagger. Only when both these taggers' outputs\nare completely compatible over a whole tweet, is that tweet added to the dataset.\n\nThis data is recommend for use a training data **only**, and not evaluation data.\n\nFor more details see https://gate.ac.uk/wiki/twitter-postagger.html and https://aclanthology.org/R13-1026.pdf\n", "citation": "@inproceedings{derczynski2013twitter,\n title={Twitter part-of-speech tagging for all: Overcoming sparse and noisy data},\n author={Derczynski, Leon and Ritter, Alan and Clark, Sam and Bontcheva, Kalina},\n booktitle={Proceedings of the international conference recent advances in natural language processing ranlp 2013},\n pages={198--206},\n year={2013}\n}\n", "homepage": "https://gate.ac.uk/wiki/twitter-postagger.html", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "tokens": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "pos_tags": {"feature": {"num_classes": 51, "names": ["\"", "''", "#", "$", "(", ")", ",", ".", ":", "``", "CC", "CD", "DT", "EX", "FW", "IN", "JJ", "JJR", "JJS", "LS", "MD", "NN", "NNP", "NNPS", "NNS", "NN|SYM", "PDT", "POS", "PRP", "PRP$", "RB", "RBR", "RBS", "RP", "SYM", "TO", "UH", "VB", "VBD", "VBG", "VBN", "VBP", "VBZ", "WDT", "WP", "WP$", "WRB", "RT", "HT", "USR", "URL"], "id": null, "_type": "ClassLabel"}, "length": -1, "id": null, "_type": "Sequence"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "twitter_pos_vcb", "config_name": "twitter-pos-vcb", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 28185130, "num_examples": 159492, "dataset_name": "twitter_pos_vcb"}}, "download_checksums": {"http://downloads.gate.ac.uk/twitter/twitter_bootstrap_corpus.tar.gz": {"num_bytes": 4725199, "checksum": "f9410879cbe0eef5a1fb2963bd3f3ccee081eb67b6db46baf06fef54c36c4922"}}, "download_size": 4725199, "post_processing_size": null, "dataset_size": 28185130, "size_in_bytes": 32910329}} |