Add multilingual to the language tag

Hi! A PR to add multilingual to the language tag to improve the referencing.

README.md

@@ -4,157 +4,122 @@ language:
 - en
 - es
 - oc
+- multilingual
+license: cc-by-4.0
 tags:
 - translation
 - opus-mt-tc
-license: cc-by-4.0
 model-index:
 - name: opus-mt-tc-big-en-cat_oci_spa
   results:
   - task:
-      name: Translation eng-cat
       type: translation
-      args: eng-cat
+      name: Translation eng-cat
     dataset:
       name: flores101-devtest
       type: flores_101
       args: eng cat devtest
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 41.5
-  - task:
-      name: Translation eng-oci
-      type: translation
-      args: eng-oci
-    dataset:
-      name: flores101-devtest
-      type: flores_101
-      args: eng oci devtest
-    metrics:
-    - name: BLEU
-      type: bleu
+      name: BLEU
+    - type: bleu
       value: 25.4
-  - task:
-      name: Translation eng-spa
-      type: translation
-      args: eng-spa
-    dataset:
-      name: flores101-devtest
-      type: flores_101
-      args: eng spa devtest
-    metrics:
-    - name: BLEU
-      type: bleu
+      name: BLEU
+    - type: bleu
       value: 28.1
+      name: BLEU
   - task:
-      name: Translation eng-spa
       type: translation
-      args: eng-spa
+      name: Translation eng-spa
     dataset:
       name: news-test2008
       type: news-test2008
       args: eng-spa
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 30.0
+      name: BLEU
   - task:
-      name: Translation eng-cat
       type: translation
-      args: eng-cat
+      name: Translation eng-cat
     dataset:
       name: tatoeba-test-v2021-08-07
       type: tatoeba_mt
       args: eng-cat
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 47.8
-  - task:
-      name: Translation eng-spa
-      type: translation
-      args: eng-spa
-    dataset:
-      name: tatoeba-test-v2021-08-07
-      type: tatoeba_mt
-      args: eng-spa
-    metrics:
-    - name: BLEU
-      type: bleu
+      name: BLEU
+    - type: bleu
       value: 57.0
+      name: BLEU
   - task:
-      name: Translation eng-spa
       type: translation
-      args: eng-spa
+      name: Translation eng-spa
     dataset:
       name: tico19-test
       type: tico19-test
       args: eng-spa
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 52.5
+      name: BLEU
   - task:
-      name: Translation eng-spa
       type: translation
-      args: eng-spa
+      name: Translation eng-spa
     dataset:
       name: newstest2009
       type: wmt-2009-news
       args: eng-spa
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 30.5
+      name: BLEU
   - task:
-      name: Translation eng-spa
       type: translation
-      args: eng-spa
+      name: Translation eng-spa
     dataset:
       name: newstest2010
       type: wmt-2010-news
       args: eng-spa
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 37.4
+      name: BLEU
   - task:
-      name: Translation eng-spa
       type: translation
-      args: eng-spa
+      name: Translation eng-spa
     dataset:
       name: newstest2011
       type: wmt-2011-news
       args: eng-spa
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 39.1
+      name: BLEU
   - task:
-      name: Translation eng-spa
       type: translation
-      args: eng-spa
+      name: Translation eng-spa
     dataset:
       name: newstest2012
       type: wmt-2012-news
       args: eng-spa
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 39.6
+      name: BLEU
   - task:
-      name: Translation eng-spa
       type: translation
-      args: eng-spa
+      name: Translation eng-spa
     dataset:
       name: newstest2013
       type: wmt-2013-news
       args: eng-spa
     metrics:
-    - name: BLEU
-      type: bleu
+    - type: bleu
       value: 35.8
+      name: BLEU
 ---
 # opus-mt-tc-big-en-cat_oci_spa
 
@@ -162,7 +127,7 @@ Neural machine translation model for translating from English (en) to Catalan, O
 
 This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train).
 
-* Publications: [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.)
+* Publications: [OPUS-MT � Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge � Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.)
 
 ```
 @inproceedings{tiedemann-thottingal-2020-opus,
@@ -226,8 +191,8 @@ for t in translated:
     print( tokenizer.decode(t, skip_special_tokens=True) )
 
 # expected output:
-#     ¿Por qué quieres que Tom vaya conmigo?
-#     Ella lo obligó a comer espinacas.
+#     �Por qu� quieres que Tom vaya conmigo?
+#     Ella lo oblig� a comer espinacas.
 ```
 
 You can also use OPUS-MT models with the transformers pipelines, for example:
@@ -237,7 +202,7 @@ from transformers import pipeline
 pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-big-en-cat_oci_spa")
 print(pipe(">>spa<< Why do you want Tom to go there with me?"))
 
-# expected output: ¿Por qué quieres que Tom vaya conmigo?
+# expected output: �Por qu� quieres que Tom vaya conmigo?
 ```
 
 ## Benchmarks
@@ -265,7 +230,7 @@ print(pipe(">>spa<< Why do you want Tom to go there with me?"))
 
 ## Acknowledgements
 
-The work is supported by the [European Language Grid](https://www.european-language-grid.eu/) as [pilot project 2866](https://live.european-language-grid.eu/catalogue/#/resource/projects/2866), by the [FoTran project](https://www.helsinki.fi/en/researchgroups/natural-language-understanding-with-cross-lingual-grounding), funded by the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 771113), and the [MeMAD project](https://memad.eu/), funded by the European Union’s Horizon 2020 Research and Innovation Programme under grant agreement No 780069. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland.
+The work is supported by the [European Language Grid](https://www.european-language-grid.eu/) as [pilot project 2866](https://live.european-language-grid.eu/catalogue/#/resource/projects/2866), by the [FoTran project](https://www.helsinki.fi/en/researchgroups/natural-language-understanding-with-cross-lingual-grounding), funded by the European Research Council (ERC) under the European Union�s Horizon 2020 research and innovation programme (grant agreement No 771113), and the [MeMAD project](https://memad.eu/), funded by the European Union�s Horizon 2020 Research and Innovation Programme under grant agreement No 780069. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland.
 
 ## Model conversion info