Fact Generation on WikiPeople
35.1V&N RateKREPE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KREPELLM=N/A2026.05 | 35.1 | 2.85 | |
| Few-shot FactsLLM=Gemini 3.0 Pro2026.05 | 24.2 | 4.13 | |
| Iterative PredictionLLM=N/A2026.05 | 20.4 | 4.9 | |
| Gibbs SamplingLLM=N/A2026.05 | 18.4 | 5.44 | |
| Re-rankingLLM=GPT 5.22026.05 | 15.7 | 6.36 | |
| Re-rankingLLM=Gemini 3.0 Pro2026.05 | 15.5 | 6.45 | |
| Few-shot FactsLLM=GPT 5.22026.05 | 15.3 | 6.54 | |
| Neighbor SetsLLM=Gemini 3.0 Pro2026.05 | 13.6 | 7.37 | |
| Neighbor SetsLLM=GPT 5.22026.05 | 11 | 9.11 | |
| Random FactsLLM=Gemini 3.0 Pro2026.05 | 10.4 | 9.65 | |
| AutoregressiveLLM=Gemini 3.0 Pro2026.05 | 9.1 | 10.99 | |
| AutoregressiveLLM=GPT 5.22026.05 | 8.9 | 11.27 | |
| Random FactsLLM=GPT 5.22026.05 | 3.6 | 27.58 |