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Fact Generation (Targeted) on WikiPeople

60AccuracyKREPE
15.827.27538.7550.225May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
KREPELLM=N/A2026.0560
KREPELLM=N/A2026.0559.1
Random FactsLLM=Gemini 3 Pro2026.0539.6
Neighbor SetsLLM=Gemini 3 Pro2026.0539.4
Iterative PredictionLLM=N/A2026.0536.7
Neighbor SetsLLM=Gemini 3 Pro2026.0536.1
Neighbor SetsLLM=GPT 5.22026.0535.5
Random FactsLLM=GPT 5.22026.0535.1
Random FactsLLM=GPT 5.22026.0534.4
Iterative PredictionLLM=N/A2026.0534.3
Random FactsLLM=Gemini 3 Pro2026.0533.3
Neighbor SetsLLM=GPT 5.22026.0530.9
Re-rankingLLM=Gemini 3 Pro2026.0530.5
AutoregressiveLLM=GPT 5.22026.0530.1
Re-rankingLLM=Gemini 3 Pro2026.0529.3
Gibbs SamplingLLM=N/A2026.0529.1
Gibbs SamplingLLM=N/A2026.0527
Few-shot FactsLLM=Gemini 3 Pro2026.0525.5
Few-shot FactsLLM=Gemini 3 Pro2026.0525.2
AutoregressiveLLM=Gemini 3 Pro2026.0523.9
Few-shot FactsLLM=GPT 5.22026.0523.8
Few-shot FactsLLM=GPT 5.22026.0523.2
AutoregressiveLLM=GPT 5.22026.0521.3
Re-rankingLLM=GPT 5.22026.0519.2
Re-rankingLLM=GPT 5.22026.0517.6
AutoregressiveLLM=Gemini 3 Pro2026.0517.5