diff --git a/README.md b/README.md
index 2fc14e15384e63e8fb118ca685f206acdb6514a8..049aa618b0149e4b4bd319e47496f23d463dc199 100644
--- a/README.md
+++ b/README.md
@@ -11,4 +11,6 @@ The following models refer to section 4.3 of the report.
 
 GRU_REG_EMB uses the same batching methodology as GRU_REG. We learn embeddings for each language seperately.
 GRU_REG_EMB_SHARED tries to learn one embedding space for both languages.
-GRU_REG_EMB_PACKED uses one embedding space and the pack_padded_sequence functionality for padding.
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+GRU_REG_EMB_PACKED uses one embedding space and the pack_padded_sequence functionality for padding.
+
+XLM_FFNN contains the pre-trained XLM model and FFNN described in 4.4 Section of the report as well as some necessary preprocessing in order to use pre-trained XLM model.
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