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Code Generation on MBPP

79.8Accuracy

GPT-4o

Updated 4d ago

Evaluation Results

Method	Links
GPT-4o 2025.12		79.8
Direct Transfer 2025.12		79.01
PromptBridge 2025.12		78.59
GPT-5 Optimizer 2025.12		78.34
Qwen2-72B 2024.07		76.9
Llama 3 405B 2024.07		73.4
Qwen2-57B-A14B 2024.07		71.9
Mixtral-8x22B 2024.07		71.7
Mixtral 8x22B 2024.07		71.2
Qwen1.5-110B 2024.07		70.9
Llama-3-70B 2024.07		70.4
Direct Transfer 2025.12		69.1
GPT-5 Optimizer 2025.12		68.85
PromptBridge 2025.12		67.25
Qwen1.5-72B 2024.07		66.9
PromptBridge 2025.12		66.25
Llama 3 70B 2024.07		66.2
Yi-1.5-34B 2024.07		65.5
GPT-5 Optimizer 2025.12		65.41
Qwen1.5-32B 2024.07		64.2
Mixtral-8x7B 2024.07		63.9
DARE 2025.02		55.1
Task Arithmetic 2025.02		54.4
Code-Llama 7B 2023.10		52.5
Code 2025.02		50.9
Direct Transfer 2025.12		50.88
Ties-Merging 2025.02		49.9
Chat 2025.02		49.6
DARE 2025.02		49.4
Ties-Merging 2025.02		48.4
Info-Gain Sampler 2026.02		48.4
Llama 3 8B 2024.07		47.6
Mistral 7B 2023.10		47.5
Mistral 7B 2024.07		47.5
Model-GLUE 2024.10		47.2
PC-Sampler 2026.02		46.2
Entropy 2026.02		45
Model-GLUE 2024.10		44.6
Gemma 7B 2024.07		44.4
Info-Gain 2026.02		44.4
Info-Gain 2026.02		42.4
F-L-S 2024.10		42
Best Single Model 2024.10		42
LLaMA-3-70B-Instruct 2025.06		41.6
RCO 2025.06		41.08
KLASS 2026.02		40.6
Margin 2026.02		40.4
RCO 2025.06		39.92
Confidence 2026.02		39.8
RCO 2025.06		39.72
Info-Gain 2026.02		39.4
Info-Gain Sampler 2026.02		39.4
LLaMA-3-8B-Instruct 2025.06		39.32
DPCO 2025.06		39.04
DARE 2024.10		39.02
LLAMA-2-70B-Chat 2025.06		39
RCO 2025.06		38.92
RCO 2025.06		38.8
DPCO 2025.06		38.56
LLaMA-2-13B-Chat 2025.06		38.24
Math 2025.02		38.1
Info-Gain 2026.02		37.4
Self-refinement 2025.06		37.2
SCMoE 2024.05		37.2
DPCO 2025.06		36.85
DPCO 2025.06		36.44
LLaMA-2-7B-Chat 2025.06		36.16
DoLa 2024.05		36
Best Single Model 2024.10		35.98
Initial Answer 2025.06		35.84
UltraCM-13B 2025.06		35.4
LLaMA 2 13B 2023.10		35.4
DeepSeek-VL 2024.03		35.2
DeepSeek-LLM 2024.03		35.2
Greedy 2024.05		35.2
Ensemble Routing 2024.05		35.2
DPCO 2025.06		34.93
Dynamic Routing 2024.05		34.8
TIES 2024.10		34.76
PC-Sampler 2026.02		34.4
Auto-J-13B 2025.06		34.07
Contrastive Search 2024.05		33.4
Task Arithmetic 2025.02		32.1
KLASS 2026.02		31.6
KLASS 2026.02		31.6
hidden dropout 2025.12		31.2
Aligner 2025.06		30.88
baseline 2025.12		30.8
Uniform 2026.02		30.8
KLASS 2026.02		30.1
weight decay 2025.12		29.6
NEFTune 2025.12		29.2
vanilla token dropout 2025.12		29
EntroDrop 2025.12		28.8
Confidence 2026.02		27
Entropy 2026.02		26.8
Margin 2026.02		26.8
KLASS 2026.02		26.6
KLASS 2026.02		26.6
Confidence 2026.02		26.2

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