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LLM Judgment on UltraFeedback

68.75AccuracyGenii
33.75442.839551.92561.0105Oct 9, 2025

Evaluation results

MethodLinks
GeniiBackbone=Qwen2.5-14B-Instruct, Evaluation Setup=Same Model Family2025.1068.75
VanillaBackbone=Qwen2.5-14B-Instruct, Evaluation Setup=Same Model Family2025.1065.3
GeniiBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Different Model Families2025.1064.75
GeniiBackbone=Gemma2-9B-Instruct, Evaluation Setup=Different Model Families2025.1063.45
GeniiBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Same Model Family2025.1063.15
VanillaBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Different Model Families2025.1062.25
VanillaBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Same Model Family2025.1062.25
Self-ConsistencyBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Different Model Families2025.1062.15
Self-ConsistencyBackbone=Gemma2-9B-Instruct, Evaluation Setup=Different Model Families2025.1061.54
VanillaBackbone=Gemma2-9B-Instruct, Evaluation Setup=Different Model Families2025.1059.9
Judgment SFTBackbone=Gemma2-9B-Instruct, Evaluation Setup=Different Model Families2025.1059.6
RepromptBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Different Model Families2025.1058
Judgment SFTBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Different Model Families2025.1057.25
Judgment SFTBackbone=Llama3.1-8B-Instruct, Evaluation Setup=Different Model Families2025.1056.7
GeniiBackbone=Qwen2.5-3B-Instruct, Evaluation Setup=Same Model Family2025.1055.95
Long ReasoningBackbone=Llama3.1-8B-Instruct, Evaluation Setup=Different Model Families2025.1055.3
VanillaBackbone=Qwen2.5-3B-Instruct, Evaluation Setup=Same Model Family2025.1055.3
Long ReasoningBackbone=Qwen2.5-7B-Instruct, Evaluation Setup=Different Model Families2025.1054.65
RepromptBackbone=Gemma2-9B-Instruct, Evaluation Setup=Different Model Families2025.1054.1
Self-ConsistencyBackbone=Llama3.1-8B-Instruct, Evaluation Setup=Different Model Families2025.1047.7
VanillaBackbone=Llama3.1-8B-Instruct, Evaluation Setup=Different Model Families2025.1047.2
GeniiBackbone=Llama3.1-8B-Instruct, Evaluation Setup=Different Model Families2025.1045.95
RepromptBackbone=Llama3.1-8B-Instruct, Evaluation Setup=Different Model Families2025.1035.1