README in markdown format

Summary: mv README README.md

Reviewed By: piotr-bojanowski

Differential Revision: D9634356

fbshipit-source-id: 0ec7a98fa7bcad1a9c5495d3545ef8d12ffdbbad

alignment/README → alignment/README.md

@@ -6,11 +6,11 @@ The code is in Python 3 and requires [NumPy](http://www.numpy.org/).
 
 The script `example.sh` shows how to use this code to learn and evaluate a bilingual alignment of word embeddings.
 
-The word embeddings used in [1] can be found on the [fastText project page](fasttext.cc) and the supervised bilingual lexicons on the [MUSE project page](https://github.com/facebookresearch/MUSE).
+The word embeddings used in [1] can be found on the [fastText project page](https://fasttext.cc) and the supervised bilingual lexicons on the [MUSE project page](https://github.com/facebookresearch/MUSE).
 
 ### Download
 
-Wikipedia fastText embeddings aligned with our method can be found [here](fasttext.cc/doc/en/aligned_vectors).
+Wikipedia fastText embeddings aligned with our method can be found [here](https://fasttext.cc/doc/en/aligned_vectors.html).
 
 ### References
 

docs/aligned-vectors.md

@@ -3,30 +3,26 @@ id: aligned-vectors
 title: Aligned word vectors
 ---
 
-We are publishing aligned word vectors for 45 languages based on the pre-trained vectors computed on [*Wikipedia*](https://www.wikipedia.org) using fastText.
+We are publishing aligned word vectors for 44 languages based on the pre-trained vectors computed on [*Wikipedia*](https://www.wikipedia.org) using fastText.
 The alignments are performed with the RCSLS method described in [*Joulin et al (2018)*](https://arxiv.org/abs/1804.07745).
 
 ### Vectors
 
 The aligned vectors can be downloaded from:
 
-||||
-|-|-|-|
-| Afrikaans: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.af.align.vec) | Arabic: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ar.align.vec) | Bulgarian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.bg.align.vec) |
-| Bengali: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.bn.align.vec) | Bosnian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.bs.align.vec) | Catalan;: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ca.align.vec) |
-| Czech: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.cs.align.vec) | Danish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.da.align.vec) | German: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.de.align.vec) |
-| Greek,: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.el.align.vec) | English: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.en.align.vec) | Spanish;: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.es.align.vec) |
-| Estonian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.et.align.vec) | Persian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.fa.align.vec) | Finnish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.fi.align.vec) |
-| French: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.fr.align.vec) | Hebrew: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.he.align.vec) | Hindi: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.hi.align.vec) |
-| Croatian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.hr.align.vec) | Hungarian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.hu.align.vec) | Indonesian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.id.align.vec) |
-| Italian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.it.align.vec) | Korean: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ko.align.vec) | Lithuanian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.lt.align.vec) |
-| Latvian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.lv.align.vec) | Macedonian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.mk.align.vec) | Malay: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ms.align.vec) |
-| Dutch;: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.nl.align.vec) | Norwegian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.no.align.vec) | Polish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.pl.align.vec) |
-| Portuguese: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.pt.align.vec) | Romanian;: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ro.align.vec) | Russian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ru.align.vec) |
-| Slovak: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sk.align.vec) | Slovenian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sl.align.vec) | Albanian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sq.align.vec) |
-| Swedish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sv.align.vec) | Tamil: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ta.align.vec) | Thai: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.th.align.vec) |
-| Tagalog: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.tl.align.vec) | Turkish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.tr.align.vec) | Ukrainian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.uk.align.vec) |
-| Vietnamese: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.vi.align.vec) | Chinese: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.zh.align.vec) | - |
+|||||
+|-|-|-|-|
+| Afrikaans: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.af.align.vec) | Arabic: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ar.align.vec) | Bulgarian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.bg.align.vec) | Bengali: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.bn.align.vec) |
+| Bosnian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.bs.align.vec) | Catalan: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ca.align.vec) | Czech: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.cs.align.vec) | Danish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.da.align.vec) |
+| German: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.de.align.vec) | Greek: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.el.align.vec) | English: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.en.align.vec) | Spanish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.es.align.vec) |
+| Estonian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.et.align.vec) | Persian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.fa.align.vec) | Finnish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.fi.align.vec) | French: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.fr.align.vec) |
+| Hebrew: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.he.align.vec) | Hindi: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.hi.align.vec) | Croatian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.hr.align.vec) | Hungarian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.hu.align.vec) |
+| Indonesian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.id.align.vec) | Italian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.it.align.vec) | Korean: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ko.align.vec) | Lithuanian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.lt.align.vec) |
+| Latvian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.lv.align.vec) | Macedonian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.mk.align.vec) | Malay: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ms.align.vec) | Dutch: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.nl.align.vec) |
+| Norwegian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.no.align.vec) | Polish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.pl.align.vec) | Portuguese: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.pt.align.vec) | Romanian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ro.align.vec) |
+| Russian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ru.align.vec) | Slovak: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sk.align.vec) | Slovenian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sl.align.vec) | Albanian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sq.align.vec) |
+| Swedish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.sv.align.vec) | Tamil: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.ta.align.vec) | Thai: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.th.align.vec) | Tagalog: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.tl.align.vec) |
+| Turkish: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.tr.align.vec) | Ukrainian: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.uk.align.vec) | Vietnamese: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.vi.align.vec) | Chinese: [*text*](https://s3-us-west-1.amazonaws.com/fasttext-vectors/wiki.zh.align.vec) |
 
 ### Format