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ResearchFormerly WizWand

Fact Verification on FEVER (EM)

61.1EMSAVER
48.82852.01455.258.386Apr 9, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SAVERBackbone=LLaMA-3.1-8B, Inference Setting=Zero-shot2026.0461.1
SAVERBackbone=Qwen-2.5-7B, Inference Setting=Zero-shot2026.0460.9
MADBackbone=LLaMA-3.1-8B, Inference Setting=Zero-shot2026.0460.7
B-2Backbone=Qwen-2.5-7B, Inference Setting=Zero-shot2026.0460.7
B-2Backbone=LLaMA-3.1-8B, Inference Setting=Zero-shot2026.0460.6
MADBackbone=Qwen-2.5-7B, Inference Setting=Zero-shot2026.0460.1
Self-RefineBackbone=Qwen-2.5-7B, Inference Setting=Zero-shot2026.0458.2
Self-RefineBackbone=LLaMA-3.1-8B, Inference Setting=Zero-shot2026.0457.6
SAVERBackbone=LLaMA-3.2-3B, Inference Setting=Zero-shot2026.0456.4
CoTBackbone=Qwen-2.5-7B, Inference Setting=Zero-shot2026.0456.3
CoTBackbone=LLaMA-3.1-8B, Inference Setting=Zero-shot2026.0455.9
MADBackbone=LLaMA-3.2-3B, Inference Setting=Zero-shot2026.0455.6
B-2Backbone=LLaMA-3.2-3B, Inference Setting=Zero-shot2026.0454.3
Self-RefineBackbone=LLaMA-3.2-3B, Inference Setting=Zero-shot2026.0453.8
Vanilla LMBackbone=LLaMA-3.1-8B, Inference Setting=Zero-shot2026.0453.7
Vanilla LMBackbone=Qwen-2.5-7B, Inference Setting=Zero-shot2026.0452.7
CoTBackbone=LLaMA-3.2-3B, Inference Setting=Zero-shot2026.0452.4
Vanilla LMBackbone=LLaMA-3.2-3B, Inference Setting=Zero-shot2026.0449.3