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Part 1: Document Description
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Citation |
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Title: |
BPEmb: Pre-trained Subword Embeddings in 275 Languages (LREC 2018) |
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Identification Number: |
doi:10.11588/data/V9CXPR |
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Distributor: |
heiDATA |
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Date of Distribution: |
2019-02-06 |
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Version: |
1 |
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Bibliographic Citation: |
Heinzerling, Benjamin, 2019, "BPEmb: Pre-trained Subword Embeddings in 275 Languages (LREC 2018)", https://doi.org/10.11588/data/V9CXPR, heiDATA, V1 |
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Citation |
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Title: |
BPEmb: Pre-trained Subword Embeddings in 275 Languages (LREC 2018) |
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Identification Number: |
doi:10.11588/data/V9CXPR |
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Authoring Entity: |
Heinzerling, Benjamin (Heidelberg University and Natural Language Processing (NLP) Group at the Heidelberg Institute for Theoretical Studies (HITS)) |
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Distributor: |
heiDATA |
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Access Authority: |
Heinzerling, Benjamin |
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Holdings Information: |
https://doi.org/10.11588/data/V9CXPR |
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Study Scope |
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Keywords: |
Computer and Information Science, subword embeddings, byte-pair encoding, multilingual |
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Abstract: |
BPEmb is a collection of pre-trained subword unit embeddings in 275 languages, based on Byte-Pair Encoding (BPE). In an evaluation using fine-grained entity typing as testbed, BPEmb performs competitively, and for some languages better than alternative subword approaches, while requiring vastly fewer resources and no tokenization. |
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Notes: |
This dataset is split into 275 archives, one for each language. Languages are identified via their Wikipedia ID, e.g. "en" for English or "de" for German. Each archives contains three kinds of files: <ul> <li> *.w2v.txt: Pretrained embeddings in word2vec plain text format, for different vocabulary sizes (vs1000 to vs100000) and embedding dimensionalities (d25 to d300). <li> *.vocab: The byte-pair vocabulary for the given vocabulary size (vs1000 to vs100000) in plain text format. <li> *.model: A byte-pair segmentation model in binary <a href="https://github.com/google/sentencepiece">SentencePiece</a> format. *.model files contain the same information as *.vocab files and are provided for convenience. </ul> |
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Methodology and Processing |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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Related Publications |
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Citation |
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Title: |
Heinzerling, B. & Strube, M. (2018). BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 Languages. In Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018). Miyazaki, Japan. European Language Resources Association (ELRA). |
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Bibliographic Citation: |
Heinzerling, B. & Strube, M. (2018). BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 Languages. In Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018). Miyazaki, Japan. European Language Resources Association (ELRA). |
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