fix a typo
change "experimenation" to "experimentation"
"- `TokenEmbedders`, which transform indexed tensors into embedded representations. At its most basic, this is just a standard `Embedding` layer you'd find in any neural network library. However, they can be more complex - for instance, AllenNLP has a `token_characters_encoder` which applies a CNN to character level representations.\n",
"- `TextFieldEmbedders`, which are a wrapper around a set of `TokenEmbedders`. At it's most basic, this applies the `TokenEmbedders` which it is passed and concatenates their output.\n",
"\n",
- "Using this hierarchy allows you to easily compose different representations of a sentence together in modular ways. For instance, in the Bidaf model, we use this to concatenate a character level CNN encoding of the words in the sentence to the pretrained word embeddings. You can also specify this completely from a JSON file, making experimenation with different representations extremely easy.\n",
+ "Using this hierarchy allows you to easily compose different representations of a sentence together in modular ways. For instance, in the Bidaf model, we use this to concatenate a character level CNN encoding of the words in the sentence to the pretrained word embeddings. You can also specify this completely from a JSON file, making experimentation with different representations extremely easy.\n",
" "
]
},
