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created readme, added licence, added aligned csvs

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README.md CHANGED
@@ -1,3 +1,83 @@
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  ---
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- license: cc-by-4.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ language:
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+ - eng
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+ - afr
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+ - nbl
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+ - xho
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+ - zul
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+ - sot
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+ - nso
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+ - tsn
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+ - ssw
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+ - ven
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+ - tso
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+ pretty_name: "The Vuk'uzenzele South African Multilingual Corpus"
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+ tags:
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+ - multilingual
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+ - government
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+ license: "cc-by-4.0"
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+ task_categories:
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+ - sentence-similarity
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+ - translation
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+ arxiv: 2303.03750
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  ---
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+
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+ # The Vuk'uzenzele South African Multilingual Corpus
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+
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+ Github: [https://github.com/dsfsi/vukuzenzele-nlp/](https://github.com/dsfsi/vukuzenzele-nlp/)
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+
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+ Zenodo: [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.7598539.svg)](https://doi.org/10.5281/zenodo.7598539)
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+
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+ Arxiv Preprint: [![arXiv](https://img.shields.io/badge/arXiv-2303.03750-b31b1b.svg)](https://arxiv.org/abs/2303.03750)
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+
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+ # About
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+ The dataset was obtained from the South African government magazine Vuk'uzenzele, created by the [Government Communication and Information System (GCIS)](https://www.gcis.gov.za/).
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+ The original raw PDFS were obtatined from the [Vuk'uzenzele website](https://www.vukuzenzele.gov.za/).
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+
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+ The datasets contain government magazine editions in 11 languages, namely:
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+
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+ | Language | Code | Language | Code |
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+ |------------|-------|------------|-------|
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+ | English | (eng) | Sepedi | (sep) |
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+ | Afrikaans | (afr) | Setswana | (tsn) |
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+ | isiNdebele | (nbl) | Siswati | (ssw) |
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+ | isiXhosa | (xho) | Tshivenda | (ven) |
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+ | isiZulu | (zul) | Xitstonga | (tso) |
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+ | Sesotho | (nso) |
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+
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+
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+ # Datasets
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+ The datasets consist of pairwise sentence aligned data. There are 55 distinct datasets of paired sentences.
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+ The data is obtained by comparing [LASER](https://github.com/facebookresearch/LASER) embeddings of sentence tokens between 2 languages. If the similarity is high, the sentences are deemed semantic equivalents of one another and the observation is outputted.
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+
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+ Naming convention:
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+ The naming structure of the pairwise_sentence_aligned folder is `aligned-{src_lang_code}-{tgt_lang_code}.csv`.
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+ For example, `aligned-afr-zul.csv` is the aligned sentences between Afrikaans and isiZulu.
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+
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+ The data is in .csv format and the columns are `src_text`,`tgt_text`,`cosine_score` where:
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+ - `src_text` is the source sentence
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+ - `tgt_text` is the target sentence
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+ - `cosine_score` is the cosine similarity score obtained by comparing the sentence embeddings, it ranges from 0 to 1
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+
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+ **Note:** The notion of source (src) and target (tgt) are only necessary for distinction between the languages used in the aligned pair, as the sentence semantics should be bidirectional. (hallo <-> sawubona)
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+
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+ # Citation
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+ Vukosi Marivate, Andani Madodonga, Daniel Njini, Richard Lastrucci, Isheanesu Dzingirai, Jenalea Rajab. **The Vuk'uzenzele South African Multilingual Corpus**, 2023
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+
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+ > @dataset{marivate_vukosi_2023_7598540,
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+ author = {Marivate, Vukosi and
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+ Njini, Daniel and
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+ Madodonga, Andani and
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+ Lastrucci, Richard and
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+ Dzingirai, Isheanesu
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+ Rajab, Jenalea},
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+ title = {The Vuk'uzenzele South African Multilingual Corpus},
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+ month = feb,
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+ year = 2023,
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+ publisher = {Zenodo},
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+ doi = {10.5281/zenodo.7598539},
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+ url = {https://doi.org/10.5281/zenodo.7598539}
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+ }
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+
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+ ### Licence
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+ * Licence for Data - [CC 4.0 BY](LICENSE.md)
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aligned_eng_tso.csv ADDED
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aligned_eng_ven.csv ADDED
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aligned_eng_xho.csv ADDED
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aligned_eng_zul.csv ADDED
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aligned_nbl_nso.csv ADDED
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aligned_nbl_sep.csv ADDED
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aligned_nbl_ssw.csv ADDED
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aligned_nbl_tsn.csv ADDED
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aligned_nbl_tso.csv ADDED
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aligned_nbl_ven.csv ADDED
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aligned_nbl_xho.csv ADDED
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aligned_nbl_zul.csv ADDED
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aligned_nso_sep.csv ADDED
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aligned_nso_ssw.csv ADDED
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aligned_nso_tsn.csv ADDED
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aligned_nso_tso.csv ADDED
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aligned_nso_ven.csv ADDED
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aligned_nso_xho.csv ADDED
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aligned_nso_zul.csv ADDED
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aligned_sep_ssw.csv ADDED
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aligned_sep_tsn.csv ADDED
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aligned_sep_tso.csv ADDED
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aligned_sep_ven.csv ADDED
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aligned_sep_xho.csv ADDED
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aligned_sep_zul.csv ADDED
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aligned_ssw_tsn.csv ADDED
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aligned_ssw_tso.csv ADDED
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aligned_ssw_ven.csv ADDED
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aligned_ssw_xho.csv ADDED
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aligned_ssw_zul.csv ADDED
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aligned_tsn_tso.csv ADDED
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aligned_tsn_ven.csv ADDED
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aligned_tsn_xho.csv ADDED
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