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+ ---
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+ language: es
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+ license: CC-BY 4.0
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+ tags:
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+ - multilingual
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+ - bert
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+ pipeline_tag: fill-mask
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+ widget:
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+ - text: "¿Qué es la vida? Un [MASK]."
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+ ---
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+
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+ # ALBERTI
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+
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+ ALBERTI is a set of two BERT-based multilingual model for poetry. One for verses and another one for stanzas. This model has been further trained with the PULPO corpus for verses using [Flax](https://github.com/google/flax), including training scripts.
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+
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+ This is part of the
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+ [Flax/Jax Community Week](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104), organised by [HuggingFace](https://huggingface.co/) and TPU usage sponsored by Google.
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+
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+ ## PULPO
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+
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+ PULPO, the Prodigious Unannotated Literary Poetry Corpus, is a set of multilingual corpora of verses and stanzas with over 95M words.
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+
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+ The following corpora has been downloaded using the [Averell](https://github.com/linhd-postdata/averell/) tool, developed by the [POSTDATA](https://postdata.linhd.uned.es/) team:
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+
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+ ### Spanish
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+ - [Disco v3](https://github.com/pruizf/disco)
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+ - [Corpus of Spanish Golden-Age Sonnets](https://github.com/bncolorado/CorpusSonetosSigloDeOro)
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+ - [Corpus general de poesía lírica castellana del Siglo de Oro](https://github.com/bncolorado/CorpusGeneralPoesiaLiricaCastellanaDelSigloDeOro)
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+ - [Gongocorpus](https://github.com/linhd-postdata/gongocorpus) - [source](http://obvil.sorbonne-universite.site/corpus/gongora/gongora_obra-poetica)
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+ ### English
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+ - [Eighteenth-Century Poetry Archive (ECPA)](https://github.com/alhuber1502/ECPA)
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+ - [For better for verse](https://github.com/waynegraham/for_better_for_verse)
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+ ### French
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+ - [Métrique en Ligne](https://crisco2.unicaen.fr/verlaine/index.php?navigation=accueil) - [source](https://github.com/linhd-postdata/metrique-en-ligne)
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+ ### Italian
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+ - [Biblioteca italiana](https://github.com/linhd-postdata/biblioteca_italiana) - [source](http://www.bibliotecaitaliana.it/)
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+ ### Czech
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+ - [Corpus of Czech Verse](https://github.com/versotym/corpusCzechVerse)
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+ ### Portuguese
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+ - [Stichotheque](https://gitlab.com/stichotheque/stichotheque-pt)
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+
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+ Also, we obtained the following corpora from these sources:
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+ ### Spanish
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+ - [Poesi.as](https://github.com/linhd-postdata/poesi.as) - [source](http://www.poesi.as/)
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+ ### English
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+ - [A Gutenberg Poetry Corpus](https://github.com/aparrish/gutenberg-poetry-corpus)
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+ ### Arabic
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+ - [Arabic Poetry dataset](https://www.kaggle.com/ahmedabelal/arabic-poetry)
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+ ### Chinese
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+ - [THU Chinese Classical Poetry Corpus](https://github.com/THUNLP-AIPoet/Datasets/tree/master/CCPC)
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+ ### Finnish
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+ - [SKVR](https://github.com/sks190/SKVR)
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+ ### German
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+ - [TextGrid Poetry Corpus](https://github.com/linhd-postdata/textgrid-poetry) - [source](https://textgrid.de/en/digitale-bibliothek)
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+ - [German Rhyme Corpus](https://github.com/tnhaider/german-rhyme-corpus)
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+ ### Hungarian
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+ - [verskorpusz](https://github.com/ELTE-DH/verskorpusz)
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+ ### Portuguese
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+ - [Poems in Portuguese](https://www.kaggle.com/oliveirasp6/poems-in-portuguese)
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+ ### Russian
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+ - [19 000 Russian poems](https://www.kaggle.com/grafstor/19-000-russian-poems)
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+
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+ ## Team members
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+
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+ - Álvaro Pérez ([alvp](https://huggingface.co/alvp))
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+ - Javier de la Rosa ([versae](https://huggingface.co/versae))
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+ - Aitor Díaz ([aitordiaz](https://huggingface.co/aitordiaz))
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+ - Elena González-Blanco
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+ - Salvador Ros ([salva](https://huggingface.co/salva))
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+
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+ ## Useful links
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+
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+ - [Community Week timeline](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104#summary-timeline-calendar-6)
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+ - [Community Week README](https://github.com/huggingface/transformers/blob/master/examples/research_projects/jax-projects/README.md)
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+ - [Community Week thread](https://discuss.huggingface.co/t/bertin-pretrain-roberta-large-from-scratch-in-spanish/7125)
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+ - [Community Week channel](https://discord.com/channels/858019234139602994/859113060068229190)
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+ - [Masked Language Modelling example scripts](https://github.com/huggingface/transformers/tree/master/examples/flax/language-modeling)
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+ - [Model Repository](https://huggingface.co/flax-community/alberti-bert-base-multilingual-cased/)
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+
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+ ## Acknowledgments
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+
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+ This project would not have been possible without the infrastructure and resources provided by HuggingFace and Google Cloud. Moreover, we want to thank POSTDATA Project (ERC-StG-679528) and the Computational Literary Studies Infrastructure (CLS INFRA No. 101004984) of the European Union's Horizon 2020 research and innovation programme for their support and time allowance.