fixed references for neuralLDA and prodLDA
@@ -257,25 +257,25 @@ You can find more here: `optimizer README`_
Available Models
----------------
-+--------------------------------+-----------------------------------------------------------+
++----------------------------------------+-----------------------------------------------------------+
| Name | Implementation |
-+================================+===========================================================+
++========================================+===========================================================+
| 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 |
-+--------------------------------+-----------------------------------------------------------+
++----------------------------------------+-----------------------------------------------------------+
+| NeuralLDA (Srivastava and Sutton 2017) | https://github.com/estebandito22/PyTorchAVITM |
++----------------------------------------+-----------------------------------------------------------+
+| ProdLda (Srivastava and Sutton 2017) | https://github.com/estebandito22/PyTorchAVITM |
++----------------------------------------+-----------------------------------------------------------+
If you use one of these implementations, make sure to cite the right paper.
