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Papers Benchmarks Datasets Tasks

Natural Language Inference research benchmarks – Page 9 · SOTA2 Research

Natural Language Inference

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Natural Language Inference

99.6ASR

8

Feb 26, 2026

0.4Pe (Bias-NLI)

8

Feb 26, 2026

RTE SuperGLUE (test)

66.13Accuracy

8

Feb 26, 2026

SNLI Counterfactual

59.9Accuracy

8

Feb 26, 2026

Gender-tuning-random

0.01SEAT e-size (Names: Career/Family)

8

Feb 26, 2026

MNLI Matched Hard (dev)

BERT-base Main PoE+CE

83.54Accuracy

8

Feb 26, 2026

MultiNLI matched (in-domain)

Shortcut stacked BiLSTM

74.6Accuracy

8

Feb 26, 2026

MNLI Out-of-Domain (test)

ROBERTA-BASE+AA-CT

79.6Accuracy

8

Feb 26, 2026

SNLI In-Domain (test)

ROBERTA-BASE+AA-CT

91.68Accuracy

8

Feb 26, 2026

MultiNLI matched (val)

91.7Accuracy

8

Feb 26, 2026

ANLI MNLI + SNLI trained (test)

50ANLI A1 Score

8

Feb 26, 2026

ANLI MNLI + SNLI trained (dev)

50.4Accuracy (A1)

8

Feb 26, 2026

adv-MNLI TextFooler-RoBERTa

65.6Accuracy (Matched)

8

Feb 26, 2026

adv-SNLI TextFooler-RoBERTa

52.6Accuracy

8

Feb 26, 2026

adv-MNLI TextFooler-BERT

73.2Accuracy (Matched)

8

Feb 26, 2026

adv-SNLI TextFooler-BERT

62.3Accuracy

8

Feb 26, 2026

Breaking NLI (test)

67.4Accuracy

8

Feb 26, 2026

92.5Accuracy

7

Jun 23, 2026

38.92NLI Score

7

May 7, 2026

42.51NLI Score

7

May 7, 2026

43.77NLI Score

7

May 7, 2026

0.356NLI Score

7

May 7, 2026

Cardiff Biology

35.05NLI Accuracy

7

May 7, 2026

47.83Normalized Accuracy

7

Apr 23, 2026

MultiNLI Noise (test)

87.57Accuracy

7

Apr 21, 2026

Page 9 of 15

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