Update README.md

README.md

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 # Masakhane Benchmark Models
 
-I created a demo for very easy interaction with the [benchmark models on Masakhane](https://github.com/masakhane-io/masakhane-mt/tree/master/benchmarks) which were trained with  JoeyNMT
+I created this demo for very easy interaction with the [benchmark models on Masakhane](https://github.com/masakhane-io/masakhane-mt/tree/master/benchmarks) which were trained with [JoeyNMT](https://github.com/chrisemezue/joeynmt)(my forked version).
 
-To access the space click [here](https://huggingface.co/spaces/chrisjay/masakhane-benchmarks)
+To access the space click [here](https://huggingface.co/spaces/chrisjay/masakhane-benchmarks).
 
 To include your language, all you need to do is:
 1. Create a folder in the format *src-tgt/main* for your language pair, if it does not exist.
 2. Inside the *main* folder put the following files:
-  a. model checkpoint. Rename it to `best.ckpt`.
-  b. `config.yaml` file. This is the JoeyNMT config file which loads the model an pre-processing parameters.
-  c. `src_vocab.txt` file.
-  d. `trg_vocab.txt` file.
+  i. model checkpoint. Rename it to `best.ckpt`.
+  ii. `config.yaml` file. This is the JoeyNMT config file which loads the model an pre-processing parameters.
+  iii. `src_vocab.txt` file.
+  iv. `trg_vocab.txt` file.