update models refs
@@ -229,34 +229,30 @@ You can find more here: `optimizer README`_
Available Models
----------------
-+--------------------------------+-----------------+
++--------------------------------+------------------------------------------------------------+
| Name | Implementation |
-+================================+=================+
-| CTM (Terragni et al. 2020) | CTM_ |
-+--------------------------------+-----------------+
-| ETM (Blei et al. 2019) | ETM_ |
-+--------------------------------+-----------------+
-| HDP (Blei et al. 2004) | HDP_ |
-+--------------------------------+-----------------+
-| LDA (Blei et al. 2001) | LDA_ |
-+--------------------------------+-----------------+
-| LSI (Halko et al. 2009) | LSI_ |
-+--------------------------------+-----------------+
-| NMF (Renbo Zhao et al. 2016) | NMF_ |
-+--------------------------------+-----------------+
-| NeuralLDA (Carrow et al. 2018) | NeuralLDA_ |
-+--------------------------------+-----------------+
-| ProdLda (Carrow et al. 2018) | ProdLDA_ |
-+--------------------------------+-----------------+
-
-.. _CTM: https://github.com/MIND-Lab/OCTIS
-.. _ETM: https://github.com/adjidieng/ETM
-.. _HDP: https://radimrehurek.com/gensim/
-.. _LDA: https://radimrehurek.com/gensim/
-.. _LSI: https://radimrehurek.com/gensim/
-.. _NMF: https://radimrehurek.com/gensim/
-.. _NeuralLDA: https://github.com/estebandito22/PyTorchAVITM
-.. _ProdLDA: https://github.com/estebandito22/PyTorchAVITM
++================================+============================================================+
+| CTM (Bianchi et al. 2020) | https://github.com/MilaNLProc/contextualized-topic-models_ |
++--------------------------------+------------------------------------------------------------+
+| ETM (Dieng et al. 2019) | https://github.com/adjidieng/ETM_ |
++--------------------------------+------------------------------------------------------------+
+| HDP (Blei et al. 2004) | https://radimrehurek.com/gensim/_ |
++--------------------------------+------------------------------------------------------------+
+| LDA (Blei et al. 2001) | https://radimrehurek.com/gensim/_ |
++--------------------------------+------------------------------------------------------------+
+| LSI (Deerwester et al. 2009) | https://radimrehurek.com/gensim/_ |
++--------------------------------+------------------------------------------------------------+
+| NMF (Lee and Seung 2000) | https://radimrehurek.com/gensim/_ |
++--------------------------------+------------------------------------------------------------+
+| NeuralLDA (Carrow et al. 2018) | https://github.com/estebandito22/PyTorchAVITM_ |
++--------------------------------+------------------------------------------------------------+
+| ProdLda (Carrow et al. 2018) | https://github.com/estebandito22/PyTorchAVITM_ |
++--------------------------------+------------------------------------------------------------+
+
+.. _https://github.com/MilaNLProc/contextualized-topic-models: https://github.com/MilaNLProc/contextualized-topic-models
+.. _https://github.com/adjidieng/ETM: https://github.com/adjidieng/ETM
+.. _https://radimrehurek.com/gensim/: https://radimrehurek.com/gensim/
+.. _https://github.com/estebandito22/PyTorchAVITM: https://github.com/estebandito22/PyTorchAVITM
