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Automatic punctuation restoration with BERT models

2021-01-18 22:13:01
Attila Nagy, Bence Bial, Judit Ács

Abstract

We present an approach for automatic punctuation restoration with BERT models for English and Hungarian. For English, we conduct our experiments on Ted Talks, a commonly used benchmark for punctuation restoration, while for Hungarian we evaluate our models on the Szeged Treebank dataset. Our best models achieve a macro-averaged $F_1$-score of 79.8 in English and 82.2 in Hungarian. Our code is publicly available.

Abstract (translated)

URL

https://arxiv.org/abs/2101.07343

PDF

https://arxiv.org/pdf/2101.07343.pdf


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