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ResearchFormerly WizWand

Fact Generation (Arbitrary Masking) on WikiPeople

64.9AccuracyKREPE
13.73227.01640.353.584May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
KREPELLM=N/A2026.0564.9
KREPELLM=N/A2026.0562.1
Neighbor SetsLLM=GPT 5.22026.0549.7
Neighbor SetsLLM=Gemini 3 Pro2026.0547.5
Random FactsLLM=Gemini 3 Pro2026.0546.9
Random FactsLLM=GPT 5.22026.0545.8
Iterative PredictionLLM=N/A2026.0545.3
Random FactsLLM=Gemini 3 Pro2026.0544.6
Random FactsLLM=GPT 5.22026.0543.2
Gibbs SamplingLLM=N/A2026.0541.8
Neighbor SetsLLM=Gemini 3 Pro2026.0540.9
Gibbs SamplingLLM=N/A2026.0539.7
Iterative PredictionLLM=N/A2026.0539.5
AutoregressiveLLM=Gemini 3 Pro2026.0536.4
AutoregressiveLLM=Gemini 3 Pro2026.0535
Few-shot FactsLLM=GPT 5.22026.0534
Neighbor SetsLLM=GPT 5.22026.0533.9
Few-shot FactsLLM=Gemini 3 Pro2026.0533.7
Few-shot FactsLLM=GPT 5.22026.0532.4
Re-rankingLLM=Gemini 3 Pro2026.0531.4
Re-rankingLLM=Gemini 3 Pro2026.0531.3
Few-shot FactsLLM=Gemini 3 Pro2026.0528
AutoregressiveLLM=GPT 5.22026.0525.7
AutoregressiveLLM=GPT 5.22026.0523.4
Re-rankingLLM=GPT 5.22026.0517.7
Re-rankingLLM=GPT 5.22026.0515.7