Following metrics are achieved on the test split
test
(
link
).
F1 (micro): 0.665948275862069
F1 (macro): 0.6628627126803655
Accuracy: 0.665948275862069
Usage
Install tweetnlp via pip.
pip install tweetnlp
Load the model in python.
import tweetnlp
model = tweetnlp.Classifier("cardiffnlp/xlm-roberta-base-sentiment-multilingual", max_length=128)
model.predict('Get the all-analog Classic Vinyl Edition of "Takin Off" Album from {@herbiehancock@} via {@bluenoterecords@} link below {{URL}}')
Reference
@inproceedings{dimosthenis-etal-2022-twitter,
title = "{T}witter {T}opic {C}lassification",
author = "Antypas, Dimosthenis and
Ushio, Asahi and
Camacho-Collados, Jose and
Neves, Leonardo and
Silva, Vitor and
Barbieri, Francesco",
booktitle = "Proceedings of the 29th International Conference on Computational Linguistics",
month = oct,
year = "2022",
address = "Gyeongju, Republic of Korea",
publisher = "International Committee on Computational Linguistics"
}
Runs of cardiffnlp xlm-roberta-base-sentiment-multilingual on huggingface.co
163
Total runs
-8
24-hour runs
-12
3-day runs
-56
7-day runs
47
30-day runs
More Information About xlm-roberta-base-sentiment-multilingual huggingface.co Model
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