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Update app.py

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  1. app.py +16 -1
app.py CHANGED
@@ -150,7 +150,22 @@ article = '''An extension of [Emb-GAMs](https://arxiv.org/abs/2209.11799), visua
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  The use of a sum of embeddings allows us to visualize which regions of an image contributed positive or negatively to each class score.
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- No paper yet, but you can refer to this [tweet](https://twitter.com/patrick_j_ramos/status/1586992857969147904?s=20&t=5-j5gKK0FpZOgzR_9Wdm1g). Also, check out the original [Emb-GAM paper](https://arxiv.org/abs/2209.11799).'''
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  demo = gr.Interface(
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  fn=visualize,
 
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  The use of a sum of embeddings allows us to visualize which regions of an image contributed positive or negatively to each class score.
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+ No paper yet, but you can refer to these tweets:
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+
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+ - [Tweet #1](https://twitter.com/patrick_j_ramos/status/1586992857969147904?s=20&t=5-j5gKK0FpZOgzR_9Wdm1g)
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+ - [Tweet #2](https://twitter.com/patrick_j_ramos/status/1602187142062804992?s=20&t=roTFXfMkHHYVoCuNyN-AUA)
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+
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+ Also, check out the original [Emb-GAM paper](https://arxiv.org/abs/2209.11799).
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+
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+ ```bibtex
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+ @article{singh2022emb,
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+ title={Emb-GAM: an Interpretable and Efficient Predictor using Pre-trained Language Models},
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+ author={Singh, Chandan and Gao, Jianfeng},
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+ journal={arXiv preprint arXiv:2209.11799},
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+ year={2022}
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+ }
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+ ```
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+ '''
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  demo = gr.Interface(
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  fn=visualize,