Grammar edit
"cell_type": "markdown",
"metadata": {},
"source": [
- "The notebook demonstrates how to use the BiDAF implementation provided by [AllenNLP](https://www.semanticscholar.org/paper/A-Deep-Semantic-Natural-Language-Processing-Gardner-Grus/a5502187140cdd98d76ae711973dbcdaf1fef46d), an open-source NLP research library built on top of PyTorch. AllenNLP is a product of the Allen Institute for Artifical Intelligence and is used widely across differnet universities and top companies (including Facebook Research and Amazon Alexa). The maintain a robust and active [Github repository](https://github.com/allenai/allennlp) as well as a [website](https://allennlp.org/) with documentation and demos. Their model is a reimplementation of the original BiDAF model and they report a higher EM score and faster training times than the original BiDAF system (68.3 EM score versus 67.7 and 10x speedup, taking ~4 hours on a p2.xlarge). The AllenNLP library is mainly designed for use through the command line (and most tutorials use this method), but can also be used programatically. "
+ "The notebook demonstrates how to use the BiDAF implementation provided by [AllenNLP](https://www.semanticscholar.org/paper/A-Deep-Semantic-Natural-Language-Processing-Gardner-Grus/a5502187140cdd98d76ae711973dbcdaf1fef46d), an open-source NLP research library built on top of PyTorch. AllenNLP is a product of the Allen Institute for Artifical Intelligence and is used widely across differnet universities and top companies (including Facebook Research and Amazon Alexa). They maintain a robust and active [Github repository](https://github.com/allenai/allennlp) as well as a [website](https://allennlp.org/) with documentation and demos. Their model is a reimplementation of the original BiDAF model and they report a higher EM score and faster training times than the original BiDAF system (68.3 EM score versus 67.7 and 10x speedup, taking ~4 hours on a p2.xlarge). The AllenNLP library is mainly designed for use through the command line (and most tutorials use this method), but can also be used programatically. "
]
},
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"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.6.5"
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