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Bias Evaluation on Nationality
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0.12
Mean Improvement
iPASwo
0.016
0.043
0.07
0.097
Sep 25, 2025
Mean Improvement
95% CI (Lower Bound)
P-Value
Updated 16d ago
Evaluation Results
Method
Method
Links
Mean Improvement
95% CI (Lower Bound)
P-Value
iPASwo
Model=DeepSeek-R1-Dist...
2025.09
0.12
0.11
0
iPASwo
Model=Nous-Hermes-2-Mi...
2025.09
0.11
0.1
0
iPASwo
Model=Llama-3.1-8B-Ins...
2025.09
0.11
0.1
0
iPASa
Model=DeepSeek-R1-Dist...
2025.09
0.1
0.09
0
iPASa
Model=Llama-3.1-8B-Ins...
2025.09
0.1
0.09
0
iPASa
Model=Nous-Hermes-2-Mi...
2025.09
0.08
0.07
0
PASf
Model=Nous-Hermes-2-Mi...
2025.09
0.07
0.06
0
PASf
Model=Llama-3.1-8B-Ins...
2025.09
0.06
0.05
0
PASf
Model=DeepSeek-R1-Dist...
2025.09
0.02
0.02
0
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