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Fact Generation on WikiPeople
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35.1
V&N Rate
KREPE
2.34
10.845
19.35
27.855
May 22, 2026
V&N Rate
E[Gen.]
Updated 8d ago
Evaluation Results
Method
Method
Links
V&N Rate
E[Gen.]
KREPE
LLM=N/A
2026.05
35.1
2.85
Few-shot Facts
LLM=Gemini 3.0 Pro
2026.05
24.2
4.13
Iterative Prediction
LLM=N/A
2026.05
20.4
4.9
Gibbs Sampling
LLM=N/A
2026.05
18.4
5.44
Re-ranking
LLM=GPT 5.2
2026.05
15.7
6.36
Re-ranking
LLM=Gemini 3.0 Pro
2026.05
15.5
6.45
Few-shot Facts
LLM=GPT 5.2
2026.05
15.3
6.54
Neighbor Sets
LLM=Gemini 3.0 Pro
2026.05
13.6
7.37
Neighbor Sets
LLM=GPT 5.2
2026.05
11
9.11
Random Facts
LLM=Gemini 3.0 Pro
2026.05
10.4
9.65
Autoregressive
LLM=Gemini 3.0 Pro
2026.05
9.1
10.99
Autoregressive
LLM=GPT 5.2
2026.05
8.9
11.27
Random Facts
LLM=GPT 5.2
2026.05
3.6
27.58
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