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ResearchFormerly WizWand

Multi-task Language Understanding on MMLU Biz

90F1 ScoreSharedRequest (Original)
36.02450.03764.0578.063Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SharedRequest (Original)Backbone LLM=GPT-4o2026.0690
Non-privateBackbone LLM=GPT-4o2026.0689.9
Non-privateBackbone LLM=GPT-4o-mini2026.0685.3
SharedRequest (Original)Backbone LLM=GPT-4o-mini2026.0685.1
SharedRequest (Simplified)epsilon=1, Backbone=GPT-4o2026.0684.8
SharedRequest (Simplified)Backbone LLM=GPT-4o2026.0684.8
SharedRequest (Simplified)epsilon=1, Backbone=GPT-4o-mini2026.0681.7
SharedRequest (Simplified)Backbone LLM=GPT-4o-mini2026.0681.7
InferDPTDP Type=Relaxed DP, epsilon=5, Backbone=GPT-4o2026.0676.3
CusText+DP Type=Relaxed DP, epsilon=3, Backbone=GPT-4o2026.0675.8
InferDPTDP Type=Relaxed DP, epsilon=3, Backbone=GPT-4o2026.0675.8
CusText+DP Type=Relaxed DP, epsilon=5, Backbone=GPT-4o2026.0675.4
InferDPTDP Type=Relaxed DP, epsilon=5, Backbone=GPT-4o-mini2026.0674.6
CusText+DP Type=Relaxed DP, epsilon=5, Backbone=GPT-4o-mini2026.0674.3
InferDPTDP Type=Relaxed DP, epsilon=1, Backbone=GPT-4o2026.0671.2
InferDPTDP Type=Relaxed DP, epsilon=3, Backbone=GPT-4o-mini2026.0670.8
InferDPTDP Type=Relaxed DP, epsilon=1, Backbone=GPT-4o-mini2026.0670
CusText+DP Type=Relaxed DP, epsilon=3, Backbone=GPT-4o-mini2026.0669.5
CusText+DP Type=Relaxed DP, epsilon=1, Backbone=GPT-4o2026.0669.4
CusText+DP Type=Relaxed DP, epsilon=1, Backbone=GPT-4o-mini2026.0668.6
Non-privateBackbone LLM=GPT-3.5-Turbo2026.0667.1
SharedRequest (Original)Backbone LLM=GPT-3.5-Turbo2026.0666.5
CusTextDP Type=Standard DP, epsilon=5, Backbone=GPT-4o2026.0664.9
SharedRequest (Simplified)Backbone LLM=GPT-3.5-Turbo2026.0663.8
CusTextDP Type=Standard DP, epsilon=5, Backbone=GPT-4o-mini2026.0663.1
CusTextDP Type=Standard DP, epsilon=3, Backbone=GPT-4o2026.0660.3
CusTextDP Type=Standard DP, epsilon=3, Backbone=GPT-4o-mini2026.0655.3
DP-PromptDP Type=Standard DP, epsilon=5, Backbone=GPT-4o2026.0654.2
DP-PromptDP Type=Standard DP, epsilon=3, Backbone=GPT-4o2026.0653.3
DP-PromptDP Type=Standard DP, epsilon=5, Backbone=GPT-4o-mini2026.0652.9
DP-PromptDP Type=Standard DP, epsilon=3, Backbone=GPT-4o-mini2026.0652.2
CusTextDP Type=Standard DP, epsilon=1, Backbone=GPT-4o-mini2026.0651.1
DP-PromptDP Type=Standard DP, epsilon=1, Backbone=GPT-4o-mini2026.0649.7
DP-PromptDP Type=Standard DP, epsilon=1, Backbone=GPT-4o2026.0649.6
CusTextDP Type=Standard DP, epsilon=1, Backbone=GPT-4o2026.0647.3
RanTextDP Type=Standard DP, epsilon=5, Backbone=GPT-4o2026.0643.5
RanTextDP Type=Standard DP, epsilon=5, Backbone=GPT-4o-mini2026.0641.1
RanTextDP Type=Standard DP, epsilon=3, Backbone=GPT-4o2026.0640.5
RanTextDP Type=Standard DP, epsilon=1, Backbone=GPT-4o2026.0639
RanTextDP Type=Standard DP, epsilon=3, Backbone=GPT-4o-mini2026.0638.8
RanTextDP Type=Standard DP, epsilon=1, Backbone=GPT-4o-mini2026.0638.1