[KongchangAI]
ModelDeBERTa-v3 NLI 基线

DeBERTa-v3-base-mnli-fever-anli

A DeBERTa-v3 discriminative natural language inference model fine-tuned on MNLI, FEVER and ANLI. It is effective at entailment judgments over single-sentence evidence but struggles to integrate evidence across multiple sentences.

Timeline (last 90 days)

Nov 3

On the scientific claim verification benchmark, Qwen3 8B achieves the highest Macro-F1 (0.7937), Llama 3.1 8B reaches 0.7204, Mistral 7B reaches 0.6388, and the NLI baseline (DeBERTa-v3-base-mnli-fever-anli) reaches only 0.3157.

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Nov 3

DeBERTa-v3-base-mnli-fever-anli is a discriminative NLI model fine-tuned on MNLI, FEVER and ANLI, and is essentially a sentence-pair-level classifier.

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