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Fact Generation (Arbitrary Masking) on WD50K

60.4AccuracyRandom Facts
11.41624.13336.8549.567May 22, 2026

Evaluation results

MethodLinks
Random FactsLLM=Gemini 3 Pro2026.0560.4
KREPELLM=N/A2026.0560.4
Neighbor SetsLLM=Gemini 3 Pro2026.0548.8
Iterative PredictionLLM=N/A2026.0544.7
AutoregressiveLLM=Gemini 3 Pro2026.0542.3
Random FactsLLM=GPT 5.22026.0540.5
Gibbs SamplingLLM=N/A2026.0539
Neighbor SetsLLM=GPT 5.22026.0535.1
Few-shot FactsLLM=GPT 5.22026.0531.2
Few-shot FactsLLM=Gemini 3 Pro2026.0531.1
Re-rankingLLM=Gemini 3 Pro2026.0529.5
AutoregressiveLLM=GPT 5.22026.0524.8
Re-rankingLLM=GPT 5.22026.0513.3