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README.md
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---
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license: cc-by-2.0
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task_categories:
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- text-classification
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language:
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- en
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size_categories:
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- 100K<n<1M
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---
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# PLANE Out-of-Distribution Sets
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PLANE (phrase-level adjective-noun entailment) is a benchmark to test models on fine-grained compositional inference.
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The current dataset contains five sampled splits, used in the supervised experiments of [Bertolini et al., 22](https://aclanthology.org/2022.coling-1.359/).
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## Data Structure
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The data are organised around the five `Train/test_split#`, each containing a training and test set of circa 60K and 2K.
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### Features
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Each entrance has 6 features: `seq, label, Adj_Class, Adj, Nn, Hy`
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- `seq`:test sequense
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- `label`: ground truth (1:entail, 0:no-entailment)
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- `Adj_Class`: the class of the sequence adjectives
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- `Adj`: the adjective of the sequence (I:intersective, S:subsective, O:intensional)
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- `N`n: the noun
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- `Hy`: the noun's hypericum
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### Trained Model
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You can find a pre-trend BERT model (on the 2nd out-of-distribution split) [here](https://huggingface.co/lorenzoscottb/bert-base-cased-PLANE-ood-2?text=A+fake+smile+is+a+smile).
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### Cite
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If you use PLANE for your work, please cite the main COLING 2022 paper.
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```
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@inproceedings{bertolini-etal-2022-testing,
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title = "Testing Large Language Models on Compositionality and Inference with Phrase-Level Adjective-Noun Entailment",
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author = "Bertolini, Lorenzo and
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Weeds, Julie and
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Weir, David",
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booktitle = "Proceedings of the 29th International Conference on Computational Linguistics",
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month = oct,
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year = "2022",
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address = "Gyeongju, Republic of Korea",
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publisher = "International Committee on Computational Linguistics",
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url = "https://aclanthology.org/2022.coling-1.359",
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pages = "4084--4100",
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}
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```
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PLANE_trntst-OoV_inftype-all.json → lorenzoscottb--PLANE-ood/json-train.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:92a59cac82f876bf83fc7af1dcdce1382f5b1ad140e8817bed80709c8eb3fe30
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size 3636983
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