René's URL Explorer Experiment

Title: GitHub - jessevig/bertviz: BertViz: Visualize Attention in Transformer Models

Open Graph Title: GitHub - jessevig/bertviz: BertViz: Visualize Attention in Transformer Models

X Title: GitHub - jessevig/bertviz: BertViz: Visualize Attention in Transformer Models

Description: BertViz: Visualize Attention in Transformer Models - jessevig/bertviz

Open Graph Description: BertViz: Visualize Attention in Transformer Models - jessevig/bertviz

X Description: BertViz: Visualize Attention in Transformer Models - jessevig/bertviz

Opengraph URL: https://github.com/jessevig/bertviz

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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309 Commits	https://patch-diff.githubusercontent.com/jessevig/bertviz/commits/master/
	https://patch-diff.githubusercontent.com/jessevig/bertviz/commits/master/
bertviz	https://patch-diff.githubusercontent.com/jessevig/bertviz/tree/master/bertviz
bertviz	https://patch-diff.githubusercontent.com/jessevig/bertviz/tree/master/bertviz
images	https://patch-diff.githubusercontent.com/jessevig/bertviz/tree/master/images
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notebooks	https://patch-diff.githubusercontent.com/jessevig/bertviz/tree/master/notebooks
notebooks	https://patch-diff.githubusercontent.com/jessevig/bertviz/tree/master/notebooks
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LICENSE	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/LICENSE
MANIFEST.in	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/MANIFEST.in
MANIFEST.in	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/MANIFEST.in
README.md	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/README.md
setup.py	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/setup.py
setup.py	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/setup.py
README	https://patch-diff.githubusercontent.com/jessevig/bertviz
Apache-2.0 license	https://patch-diff.githubusercontent.com/jessevig/bertviz
	https://patch-diff.githubusercontent.com/jessevig/bertviz#----bertviz
	https://patch-diff.githubusercontent.com/jessevig/bertviz#-visualize-attention-in-transformer-models
Quick Tour	https://patch-diff.githubusercontent.com/jessevig/bertviz#-quick-tour
Getting Started	https://patch-diff.githubusercontent.com/jessevig/bertviz#%EF%B8%8F-getting-started
Colab Tutorial	https://colab.research.google.com/drive/1hXIQ77A4TYS4y3UthWF-Ci7V7vVUoxmQ?usp=sharing
Paper	https://patch-diff.githubusercontent.com/jessevig/bertviz#-paper
	https://patch-diff.githubusercontent.com/jessevig/bertviz#----quick-tour-----getting-started-----colab-tutorial-----paper
Transformer	https://jalammar.github.io/illustrated-transformer/
Huggingface models	https://huggingface.co/models
Tensor2Tensor visualization tool	https://github.com/tensorflow/tensor2tensor/tree/master/tensor2tensor/visualization
Llion Jones	https://medium.com/@llionj
	https://patch-diff.githubusercontent.com/jessevig/bertviz#-quick-tour
	https://patch-diff.githubusercontent.com/jessevig/bertviz#head-view
Tensor2Tensor visualization tool	https://github.com/tensorflow/tensor2tensor/tree/master/tensor2tensor/visualization
Llion Jones	https://medium.com/@llionj
Interactive Colab Tutorial	https://colab.research.google.com/drive/1hXIQ77A4TYS4y3UthWF-Ci7V7vVUoxmQ?usp=sharing
	https://raw.githubusercontent.com/jessevig/bertviz/master/images/head-view.gif
	https://patch-diff.githubusercontent.com/jessevig/bertviz#model-view
Interactive Colab Tutorial	https://colab.research.google.com/drive/1hXIQ77A4TYS4y3UthWF-Ci7V7vVUoxmQ?usp=sharing
	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/images/model-view-noscroll.gif
	https://patch-diff.githubusercontent.com/jessevig/bertviz#neuron-view
Interactive Colab Tutorial	https://colab.research.google.com/drive/1hXIQ77A4TYS4y3UthWF-Ci7V7vVUoxmQ?usp=sharing
	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/images/neuron-view-dark.gif
	https://patch-diff.githubusercontent.com/jessevig/bertviz#️-getting-started
	https://patch-diff.githubusercontent.com/jessevig/bertviz#running-bertviz-in-a-jupyter-notebook
here	https://jupyter.org/install
here	https://ipywidgets.readthedocs.io/en/stable/user_install.html
	https://patch-diff.githubusercontent.com/jessevig/bertviz#running-bertviz-in-colab
Colab	https://colab.research.google.com/
	https://patch-diff.githubusercontent.com/jessevig/bertviz#sample-code
models	https://huggingface.co/models
Documentation	https://patch-diff.githubusercontent.com/jessevig/bertviz#-documentation
	https://patch-diff.githubusercontent.com/jessevig/bertviz#running-sample-notebooks
notebooks	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks
	https://patch-diff.githubusercontent.com/jessevig/bertviz#-interactive-tutorial
Interactive Colab Tutorial	https://colab.research.google.com/drive/1hXIQ77A4TYS4y3UthWF-Ci7V7vVUoxmQ?usp=sharing
	https://colab.research.google.com/drive/1hXIQ77A4TYS4y3UthWF-Ci7V7vVUoxmQ?usp=sharing
	https://patch-diff.githubusercontent.com/jessevig/bertviz#-documentation
	https://patch-diff.githubusercontent.com/jessevig/bertviz#table-of-contents
Self-attention models (BERT, GPT-2, etc.)	https://patch-diff.githubusercontent.com/jessevig/bertviz#self-attention-models-bert-gpt-2-etc
Head and Model Views	https://patch-diff.githubusercontent.com/jessevig/bertviz#head-and-model-views
Neuron View	https://patch-diff.githubusercontent.com/jessevig/bertviz#neuron-view-1
Encoder-decoder models (BART, T5, etc.)	https://patch-diff.githubusercontent.com/jessevig/bertviz#encoder-decoder-models-bart-t5-etc
Installing from source	https://patch-diff.githubusercontent.com/jessevig/bertviz#installing-from-source
Additional options	https://patch-diff.githubusercontent.com/jessevig/bertviz#additional-options
Dark / light mode	https://patch-diff.githubusercontent.com/jessevig/bertviz#dark--light-mode
Filtering layers	https://patch-diff.githubusercontent.com/jessevig/bertviz#filtering-layers
Setting default layer/head(s)	https://patch-diff.githubusercontent.com/jessevig/bertviz#setting-default-layerheads
Visualizing sentence pairs	https://patch-diff.githubusercontent.com/jessevig/bertviz#visualizing-sentence-pairs
Obtain HTML representations	https://patch-diff.githubusercontent.com/jessevig/bertviz#obtain-HTML-representations
Non-Huggingface models	https://patch-diff.githubusercontent.com/jessevig/bertviz#non-huggingface-models
Limitations	https://patch-diff.githubusercontent.com/jessevig/bertviz#%EF%B8%8F-limitations
	https://patch-diff.githubusercontent.com/jessevig/bertviz#self-attention-models-bert-gpt-2-etc
	https://patch-diff.githubusercontent.com/jessevig/bertviz#head-and-model-views
head_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/head_view.py
model_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/model_view.py
Model View Notebook	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks/model_view_distilbert.ipynb
Head View Notebook	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks/head_view_distilbert.ipynb
head view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/head_view.py
model view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/model_view.py
	https://patch-diff.githubusercontent.com/jessevig/bertviz#neuron-view-1
Notebook	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks/neuron_view_bert.ipynb
Colab	https://colab.research.google.com/drive/1m37iotFeubMrp9qIf9yscXEL1zhxTN2b
Notebook	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks/neuron_view_gpt2.ipynb
Colab	https://colab.research.google.com/drive/1s8XCCyxsKvNRWNzjWi5Nl8ZAYZ5YkLm_
Notebook	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks/neuron_view_roberta.ipynb
source	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/neuron_view.py
	https://patch-diff.githubusercontent.com/jessevig/bertviz#encoder-decoder-models-bart-t5-etc
head_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/head_view.py
model_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/model_view.py
Notebook	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks/model_view_encoder_decoder.ipynb
Notebook	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/notebooks/model_view_bart.ipynb
head view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/head_view.py
model view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/model_view.py
	https://patch-diff.githubusercontent.com/jessevig/bertviz#installing-from-source
	https://patch-diff.githubusercontent.com/jessevig/bertviz#additional-options
	https://patch-diff.githubusercontent.com/jessevig/bertviz#dark--light-mode
	https://patch-diff.githubusercontent.com/jessevig/bertviz#filtering-layers
	https://patch-diff.githubusercontent.com/jessevig/bertviz#setting-default-layerheads
	https://patch-diff.githubusercontent.com/jessevig/bertviz#visualizing-sentence-pairs
	https://patch-diff.githubusercontent.com/jessevig/bertviz#head-and-model-views-1
head_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/head_view.py
model_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/model_view.py
	https://patch-diff.githubusercontent.com/jessevig/bertviz#neuron-view-2
neuron_view.show()	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/neuron_view.py
	https://patch-diff.githubusercontent.com/jessevig/bertviz#obtain-html-representations
	https://patch-diff.githubusercontent.com/jessevig/bertviz#non-huggingface-models
head_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/head_view.py
model_view	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/bertviz/model_view.py
Huggingface docs	https://huggingface.co/transformers/
	https://patch-diff.githubusercontent.com/jessevig/bertviz#️-limitations
	https://patch-diff.githubusercontent.com/jessevig/bertviz#tool
above	https://patch-diff.githubusercontent.com/jessevig/bertviz#filtering-layers
above	https://patch-diff.githubusercontent.com/jessevig/bertviz#filtering-layers
	https://patch-diff.githubusercontent.com/jessevig/bertviz#attention-as-explanation
1	https://arxiv.org/pdf/1909.11218.pdf
2	https://arxiv.org/abs/1902.10186
3	https://arxiv.org/pdf/1908.04626.pdf
saliency methods	https://arxiv.org/pdf/2010.05607.pdf
Language Interpretability Toolkit	https://github.com/PAIR-code/lit
Ecco	https://github.com/jalammar/ecco
	https://patch-diff.githubusercontent.com/jessevig/bertviz#-paper
A Multiscale Visualization of Attention in the Transformer Model	https://www.aclweb.org/anthology/P19-3007.pdf
	https://patch-diff.githubusercontent.com/jessevig/bertviz#citation
	https://patch-diff.githubusercontent.com/jessevig/bertviz#authors
Jesse Vig	https://twitter.com/jesse_vig
	https://patch-diff.githubusercontent.com/jessevig/bertviz#-acknowledgments
https://github.com/tensorflow/tensor2tensor	https://github.com/tensorflow/tensor2tensor
https://github.com/huggingface/pytorch-pretrained-BERT	https://github.com/huggingface/pytorch-pretrained-BERT
	https://patch-diff.githubusercontent.com/jessevig/bertviz#license
LICENSE	https://patch-diff.githubusercontent.com/jessevig/bertviz/blob/master/LICENSE
visualization	https://patch-diff.githubusercontent.com/topics/visualization
nlp	https://patch-diff.githubusercontent.com/topics/nlp
machine-learning	https://patch-diff.githubusercontent.com/topics/machine-learning
natural-language-processing	https://patch-diff.githubusercontent.com/topics/natural-language-processing
neural-network	https://patch-diff.githubusercontent.com/topics/neural-network
transformers	https://patch-diff.githubusercontent.com/topics/transformers
pytorch	https://patch-diff.githubusercontent.com/topics/pytorch
transformer	https://patch-diff.githubusercontent.com/topics/transformer
bert	https://patch-diff.githubusercontent.com/topics/bert
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