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---
language: iir
tags:
- translation
license: apache-2.0
---
### iir-iir
* source languages: iir
* target languages: iir
* OPUS readme: [iir-iir](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/iir-iir/README.md)
* dataset: opus
* model: transformer
* source language(s): asm hin mar urd zza
* target language(s): asm hin mar urd zza
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/iir-iir/opus-2020-07-27.zip)
* test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/iir-iir/opus-2020-07-27.test.txt)
* test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/iir-iir/opus-2020-07-27.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.asm-hin.asm.hin | 3.5 | 0.202 |
| Tatoeba-test.asm-zza.asm.zza | 12.4 | 0.014 |
| Tatoeba-test.hin-asm.hin.asm | 6.2 | 0.238 |
| Tatoeba-test.hin-mar.hin.mar | 27.0 | 0.560 |
| Tatoeba-test.hin-urd.hin.urd | 21.4 | 0.507 |
| Tatoeba-test.mar-hin.mar.hin | 13.4 | 0.463 |
| Tatoeba-test.multi.multi | 17.7 | 0.460 |
| Tatoeba-test.urd-hin.urd.hin | 13.4 | 0.363 |
| Tatoeba-test.zza-asm.zza.asm | 5.3 | 0.000 |