Datasets › ANLI
ANLI (Adversarial NLI)
The Adversarial Natural Language Inference (ANLI, Nie et al.) is a new large-scale NLI benchmark dataset, collected via an iterative, adversarial human-and-model-in-the-loop procedure. Particular, the data is selected to be difficult to the state-of-the-art models, including BERT and RoBERTa.
Source: The Microsoft Toolkit of Multi-Task Deep Neural Networks for Natural Language Understanding Image Source: https://arxiv.org/pdf/1910.14599.pdf
Benchmarks archive 2025-07-28
All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Natural Language Inference | ANLI test | T5-3B (explanation prompting) A1 81.8 | Prompting for explanations improves Adversarial NLI. Is... | — | 25 | Compare |
| Natural Language Inference | ANLI | no rows | — | — | 0 | Compare |
| Natural Language Inference | ANLI-r3 | no rows | — | — | 0 | Compare |
Papers archive 2025-07-28
14 shown of 14 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 287. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
7 loaders as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ANLI test
- ANLI
- ANLI-all
- ANLI-r3
4 variant names, as the archive lists them.
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