BTZSC - NLI: leaderboard

BTZSC NLI cross-encoder slice measures zero-shot text classification macro-F1 for entailment models.

Metric: Macro-F1 (%). Source: huggingface.co. 11 models tracked.

Top models

#ModelScoreOverall rank
1deberta-v3-large-nli-triplet59.58
2deberta-v3-large-nli59.11
3modernbert-large-nli55.17
4deberta-v3-base-nli55.04
5modernbert-large-nli-triplet54.87
6modernbert-base-nli53.43
7bert-large-uncased-nli53.39
8bert-large-uncased-nli-triplet52.46
9bart-large-mnli50.79
10nli-roberta-base48.85

Interactive version: theaggregate.ai/benchmark?slug=btzsc-nli · How It Works · Data refreshed daily, snapshot 2026-10-20.