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+ ---
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+ language: inc
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+ tags:
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+ - translation
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+
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+ license: apache-2.0
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+ ---
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+
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+ ### inc-inc
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+
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+ * source languages: inc
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+ * target languages: inc
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+ * OPUS readme: [inc-inc](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/inc-inc/README.md)
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+
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+ * dataset: opus
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+ * model: transformer
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+ * source language(s): asm hin mar urd
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+ * target language(s): asm hin mar urd
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+ * model: transformer
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+ * pre-processing: normalization + SentencePiece (spm32k,spm32k)
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+ * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
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+ * download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.zip)
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+ * test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.test.txt)
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+ * test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.eval.txt)
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+
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+ ## Benchmarks
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+
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+ | testset | BLEU | chr-F |
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+ |-----------------------|-------|-------|
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+ | Tatoeba-test.asm-hin.asm.hin | 2.6 | 0.231 |
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+ | Tatoeba-test.hin-asm.hin.asm | 9.1 | 0.262 |
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+ | Tatoeba-test.hin-mar.hin.mar | 28.1 | 0.548 |
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+ | Tatoeba-test.hin-urd.hin.urd | 19.9 | 0.508 |
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+ | Tatoeba-test.mar-hin.mar.hin | 11.6 | 0.466 |
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+ | Tatoeba-test.multi.multi | 17.1 | 0.464 |
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+ | Tatoeba-test.urd-hin.urd.hin | 13.5 | 0.377 |
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+