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--- ml:visualizing_neural_networks [2021/05/16 09:33] – created jmflanig
+++ ml:visualizing_neural_networks [2024/06/28 03:58] (current) – [Visualizing Neural Networks] jmflanig
@@ Line 2: / Line 2: @@
   * [[https://arxiv.org/pdf/1506.02078.pdf|Karpathy et al 2015 - Visualizing and Understanding Recurrent Networks]]
   * [[https://arxiv.org/pdf/1606.07461.pdf|Strobelt et al 2016 - LSTMVis: A Tool for Visual Analysis of Hidden State Dynamics in Recurrent Neural Networks]] [[http://lstm.seas.harvard.edu/|demo]]
+  * (Also the Transformer visualization demos at ACL 2020)
+  * [[https://arxiv.org/pdf/2008.05122.pdf|Tenney et al 2020 - The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Model]]
+  * [[https://arxiv.org/pdf/2310.03686|Langedijk et al 2023 - DecoderLens: Layerwise Interpretation of Encoder-Decoder Transformers]]
+===== Software =====
+  * [[https://github.com/jessevig/bertviz|BERTViz]] Zekun used.  Works in Colab.
+  * LSTMViz (great)
+===== Related Pages =====
+  * [[nlp:Explainability]]
+  * [[nlp:Probing Experiments]]