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Benchmarks
Personalization on Synthetic personalized interaction datasets (eval)
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7.2
Personalization Score
PPOpt
5.3384
5.8217
6.305
6.7883
Feb 12, 2026
Personalization Score
Delta
Updated 4d ago
Evaluation Results
Method
Method
Links
Personalization Score
Delta
PPOpt
Optimization Status=PPOpt
2026.02
7.2
1.79
History-augmented prompting
Optimization Status=PPOpt
2026.02
6.94
1.53
Preference-based few-shot ICL
Optimization Status=PPOpt
2026.02
6.86
1.45
Controller-guided prompting
Optimization Status=PPOpt
2026.02
6.67
1.26
Persona-based query rewriting
Optimization Status=PPOpt
2026.02
6.22
0.81
History-augmented prompting
Optimization Status=Va...
2026.02
5.41
-
Persona-based query rewriting
Optimization Status=Va...
2026.02
5.41
-
Preference-based few-shot ICL
Optimization Status=Va...
2026.02
5.41
-
Controller-guided prompting
Optimization Status=Va...
2026.02
5.41
-
PPOpt
Optimization Status=Va...
2026.02
5.41
-
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