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Personalized Story Generation on PerDOC

99Win RateIPER
-2.9223.545076.46Sep 16, 2025

Evaluation results

MethodLinks
IPERBackbone=LLaMA-3-70B, Opponent=ZP, Persona strategy=Implicit, Rubric strategy=Explicit2025.0999
EPERBackbone=LLaMA-3-70B, Opponent=ZP, Persona strategy=Explicit, Rubric strategy=Explicit2025.0998
EPIRBackbone=LLaMA-3-70B, Opponent=ZP, Persona strategy=Explicit, Rubric strategy=Implicit2025.0997
SRBackbone=LLaMA-3-70B, Opponent=ZP, Persona strategy=None, Rubric strategy=Static2025.0996
IPIRBackbone=LLaMA-3-70B, Opponent=ZP, Persona strategy=Implicit, Rubric strategy=Implicit2025.0995
IPERBackbone=LLaMA-3-70B, Opponent=IPIR, Persona strategy=Implicit, Rubric strategy=Explicit2025.0986
EPERBackbone=LLaMA-3-70B, Opponent=SR, Persona strategy=Explicit, Rubric strategy=Explicit2025.0983
IPERBackbone=LLaMA-3-70B, Opponent=SR, Persona strategy=Implicit, Rubric strategy=Explicit2025.0982
EPERBackbone=LLaMA-3-70B, Opponent=IPIR, Persona strategy=Explicit, Rubric strategy=Explicit2025.0981
PPBackbone=LLaMA-3-70B, Opponent=ZP, Persona strategy=Prompt-based, Rubric strategy=None2025.0980
EPIRBackbone=LLaMA-3-70B, Opponent=SR, Persona strategy=Explicit, Rubric strategy=Implicit2025.0969
EPERBackbone=LLaMA-3-70B, Opponent=EPIR, Persona strategy=Explicit, Rubric strategy=Explicit2025.0969
EPIRBackbone=LLaMA-3-70B, Opponent=IPIR, Persona strategy=Explicit, Rubric strategy=Implicit2025.0967
EPERBackbone=LLaMA-3-70B, Opponent=PP, Persona strategy=Explicit, Rubric strategy=Explicit2025.0967
IPERBackbone=LLaMA-3-70B, Opponent=PP, Persona strategy=Implicit, Rubric strategy=Explicit2025.0966
IPERBackbone=LLaMA-3-70B, Opponent=EPIR, Persona strategy=Implicit, Rubric strategy=Explicit2025.0965
PPBackbone=LLaMA-3-70B, Opponent=SR, Persona strategy=Prompt-based, Rubric strategy=None2025.0959
PPBackbone=LLaMA-3-70B, Opponent=IPIR, Persona strategy=Prompt-based, Rubric strategy=None2025.0959
EPIRBackbone=LLaMA-3-70B, Opponent=PP, Persona strategy=Explicit, Rubric strategy=Implicit2025.0955
SRBackbone=LLaMA-3-70B, Opponent=IPIR, Persona strategy=None, Rubric strategy=Static2025.0952
EPERBackbone=LLaMA-3-70B, Opponent=IPER, Persona strategy=Explicit, Rubric strategy=Explicit2025.0951
IPERBackbone=LLaMA-3-70B, Opponent=EPER, Persona strategy=Implicit, Rubric strategy=Explicit2025.0949
IPIRBackbone=LLaMA-3-70B, Opponent=SR, Persona strategy=Implicit, Rubric strategy=Implicit2025.0948
PPBackbone=LLaMA-3-70B, Opponent=EPIR, Persona strategy=Prompt-based, Rubric strategy=None2025.0945
SRBackbone=LLaMA-3-70B, Opponent=PP, Persona strategy=None, Rubric strategy=Static2025.0941
IPIRBackbone=LLaMA-3-70B, Opponent=PP, Persona strategy=Implicit, Rubric strategy=Implicit2025.0941
EPIRBackbone=LLaMA-3-70B, Opponent=IPER, Persona strategy=Explicit, Rubric strategy=Implicit2025.0935
PPBackbone=LLaMA-3-70B, Opponent=IPER, Persona strategy=Prompt-based, Rubric strategy=None2025.0934
PPBackbone=LLaMA-3-70B, Opponent=EPER, Persona strategy=Prompt-based, Rubric strategy=None2025.0933
IPIRBackbone=LLaMA-3-70B, Opponent=EPIR, Persona strategy=Implicit, Rubric strategy=Implicit2025.0933
SRBackbone=LLaMA-3-70B, Opponent=EPIR, Persona strategy=None, Rubric strategy=Static2025.0931
EPIRBackbone=LLaMA-3-70B, Opponent=EPER, Persona strategy=Explicit, Rubric strategy=Implicit2025.0931
ZPBackbone=LLaMA-3-70B, Opponent=PP, Persona strategy=None, Rubric strategy=None2025.0920
IPIRBackbone=LLaMA-3-70B, Opponent=EPER, Persona strategy=Implicit, Rubric strategy=Implicit2025.0919
SRBackbone=LLaMA-3-70B, Opponent=IPER, Persona strategy=None, Rubric strategy=Static2025.0918
SRBackbone=LLaMA-3-70B, Opponent=EPER, Persona strategy=None, Rubric strategy=Static2025.0917
IPIRBackbone=LLaMA-3-70B, Opponent=IPER, Persona strategy=Implicit, Rubric strategy=Implicit2025.0914
ZPBackbone=LLaMA-3-70B, Opponent=IPIR, Persona strategy=None, Rubric strategy=None2025.095
ZPBackbone=LLaMA-3-70B, Opponent=SR, Persona strategy=None, Rubric strategy=None2025.094
ZPBackbone=LLaMA-3-70B, Opponent=EPIR, Persona strategy=None, Rubric strategy=None2025.093
ZPBackbone=LLaMA-3-70B, Opponent=EPER, Persona strategy=None, Rubric strategy=None2025.092
ZPBackbone=LLaMA-3-70B, Opponent=IPER, Persona strategy=None, Rubric strategy=None2025.091