- Description:
The e-SNLI dataset extends the Stanford Natural Language Inference Dataset to include human-annotated natural language explanations of the entailment relations.
Additional Documentation: Explore on Papers With Code
Source code:
tfds.text.EsnliVersions:
0.1.0(default): No release notes.
Download size:
195.04 MiBDataset size:
161.94 MiBAuto-cached (documentation): Yes (test, validation), Only when
shuffle_files=False(train)Splits:
| Split | Examples |
|---|---|
'test' |
9,824 |
'train' |
549,367 |
'validation' |
9,842 |
- Feature structure:
FeaturesDict({
'explanation_1': Text(shape=(), dtype=string),
'explanation_2': Text(shape=(), dtype=string),
'explanation_3': Text(shape=(), dtype=string),
'hypothesis': Text(shape=(), dtype=string),
'label': ClassLabel(shape=(), dtype=int64, num_classes=3),
'premise': Text(shape=(), dtype=string),
})
- Feature documentation:
| Feature | Class | Shape | Dtype | Description |
|---|---|---|---|---|
| FeaturesDict | ||||
| explanation_1 | Text | string | ||
| explanation_2 | Text | string | ||
| explanation_3 | Text | string | ||
| hypothesis | Text | string | ||
| label | ClassLabel | int64 | ||
| premise | Text | string |
Supervised keys (See
as_superviseddoc):NoneFigure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe):
- Citation:
@incollection{NIPS2018_8163,
title = {e-SNLI: Natural Language Inference with Natural Language Explanations},
author = {Camburu, Oana-Maria and Rockt"{a}schel, Tim and Lukasiewicz, Thomas and Blunsom, Phil},
booktitle = {Advances in Neural Information Processing Systems 31},
editor = {S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett},
pages = {9539--9549},
year = {2018},
publisher = {Curran Associates, Inc.},
url = {http://papers.nips.cc/paper/8163-e-snli-natural-language-inference-with-natural-language-explanations.pdf}
}