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ResearchFormerly WizWand

Fact Generation (Scratch) on WikiPeople

85.5AccuracyKREPE
7.91628.05848.268.342May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
KREPELLM=N/A2026.0585.5
KREPELLM=N/A2026.0577.7
Gibbs SamplingLLM=N/A2026.0536.9
Random FactsLLM=Gemini 3 Pro2026.0534.3
Few-shot FactsLLM=Gemini 3 Pro2026.0532.6
Few-shot FactsLLM=Gemini 3 Pro2026.0530.7
Random FactsLLM=Gemini 3 Pro2026.0530.2
Random FactsLLM=GPT 5.22026.0530.1
Re-rankingLLM=Gemini 3 Pro2026.0528.8
Re-rankingLLM=Gemini 3 Pro2026.0527.8
Iterative PredictionLLM=N/A2026.0527.3
Few-shot FactsLLM=GPT 5.22026.0526
AutoregressiveLLM=Gemini 3 Pro2026.0523.8
Few-shot FactsLLM=GPT 5.22026.0523.3
Re-rankingLLM=GPT 5.22026.0523.3
Gibbs SamplingLLM=N/A2026.0523
Re-rankingLLM=GPT 5.22026.0522.9
AutoregressiveLLM=GPT 5.22026.0522.8
Random FactsLLM=GPT 5.22026.0521.2
Neighbor SetsLLM=Gemini 3 Pro2026.0520.4
Iterative PredictionLLM=N/A2026.0520.1
Neighbor SetsLLM=Gemini 3 Pro2026.0519.8
AutoregressiveLLM=Gemini 3 Pro2026.0515.4
AutoregressiveLLM=GPT 5.22026.0514.5
Neighbor SetsLLM=GPT 5.22026.0512.4
Neighbor SetsLLM=GPT 5.22026.0510.9