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ResearchFormerly WizWand

Fact Verification on FEVER (F1)

53.9F1 ScoreFLARE
28.638435.196741.75548.3133Mar 26, 2026
Updated 7mo ago

Evaluation results

MethodLinks
FLARELLM=Llama-3.1-8B, Write-back=true2026.0353.9
FLARELLM=Gemma-3-12B, Write-back=true2026.0351.31
FLARELLM=Llama-3.1-8B, Write-back=false2026.0348.18
FLARELLM=Gemma-3-12B, Write-back=false2026.0346.25
Naive RAGLLM=Llama-3.1-8B, Write-back=true2026.0339.89
RePlugLLM=Llama-3.1-8B, Write-back=true2026.0339.6
RePlugLLM=Gemma-3-12B, Write-back=true2026.0337.92
Naive RAGLLM=Gemma-3-12B, Write-back=true2026.0337.89
Self-RAGLLM=Llama-3.1-8B, Write-back=true2026.0334.77
No RetrievalLLM=Gemma-3-12B2026.0334.24
Naive RAGLLM=Llama-3.1-8B, Write-back=false2026.0334.08
RePlugLLM=Llama-3.1-8B, Write-back=false2026.0333.96
No RetrievalLLM=Llama-3.1-8B2026.0333.13
Naive RAGLLM=Gemma-3-12B, Write-back=false2026.0332.77
RePlugLLM=Gemma-3-12B, Write-back=false2026.0332.73
Self-RAGLLM=Gemma-3-12B, Write-back=true2026.0332.08
Self-RAGLLM=Llama-3.1-8B, Write-back=false2026.0331.45
Self-RAGLLM=Gemma-3-12B, Write-back=false2026.0329.61