Datasets › ChaosNLI

ChaosNLI

Introduced by Yixin Nie et al. in What Can We Learn from Collective Human Opinions on Natural Language Inference Data?7 Oct 2020 archive 2025-07-28

Chaos NLI is a Natural Language Inference (NLI) dataset with 100 annotations per example (for a total of 464,500 annotations) for some existing data points in the development sets of SNLI, MNLI, and Abductive NLI. The dataset provides additional labels for NLI annotations that reflect the distribution of human annotators, instead of picking the majority label as the gold standard label.

Source: ChaosNLI Github Repository

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Benchmarks archive 2025-07-28

No leaderboard in the archive resolves to this dataset.

Papers archive 2025-07-28

No paper in the archive has a leaderboard row on this dataset; the archive counts 27 papers for it but never published that list.

Dataset loaders archive 2025-07-28

easonnie/ChaosNLI

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Natural Language Inference

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Texts

Languages archive 2025-07-28

English

Variants archive 2025-07-28

ChaosNLI

1 variant name, as the archive lists them.

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