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ResearchFormerly WizWand

Reward Modeling on PPE Correlation

87.2CorrelationSkywork-Reward-V2-Llama-3.1-8B-40M
52.25661.32870.479.472Jul 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Skywork-Reward-V2-Llama-3.1-8B-40MParadigm=Our Reward Models2025.0787.2
Skywork-Reward-V2-Llama-3.1-8BParadigm=Our Reward Models2025.0783.4
Skywork-Reward-V2-Qwen3-8BParadigm=Our Reward Models2025.0775.1
Skywork-Reward-V2-Qwen3-4BParadigm=Our Reward Models2025.0774.7
J1-Llama-70BParadigm=LLM-as-a-Judge & Generative Reward Models, Sampling Strategy=Maj@322025.0773.7
J1-Llama-70BParadigm=LLM-as-a-Judge & Generative Reward Models2025.0772.9
Skywork-Reward-V2-Llama-3.2-3BParadigm=Our Reward Models2025.0772.1
Skywork-Reward-V2-Qwen3-1.7BParadigm=Our Reward Models2025.0770.5
Claude-3.5-SonnetParadigm=LLM-as-a-Judge & Generative Reward Models2025.0769.2
Skywork-Reward-V2-Qwen3-0.6BParadigm=Our Reward Models2025.0768.3
Skywork-Reward-V2-Llama-3.2-1BParadigm=Our Reward Models2025.0767.4
GPT-4oParadigm=LLM-as-a-Judge & Generative Reward Models2025.0767.1
INF-ORM-Llama3.1-70BParadigm=Bradley-Terry2025.0764.4
Llama-3-OffsetBias-RM-8BParadigm=Bradley-Terry2025.0764.1
LDL-Reward-Gemma-2-27B-v0.1Paradigm=Bradley-Terry2025.0763.9
Llama-3.1-Nemotron-70BParadigm=Bradley-Terry2025.0763.2
DeepSeek-GRM-27BParadigm=LLM-as-a-Judge & Generative Reward Models, Integration=w/ MetaRM2025.0763.2
Internlm2-20b-rewardParadigm=Bradley-Terry2025.0763
GRM-llama3-8B-distillParadigm=Bradley-Terry2025.0762.8
Skywork-Reward-Llama-3.1-8B-v0.2Paradigm=Bradley-Terry2025.0762.5
Skywork-Reward-Gemma-2-27B-v0.2Paradigm=Bradley-Terry2025.0761.9
J1-Llama-8BParadigm=LLM-as-a-Judge & Generative Reward Models, Sampling Strategy=Maj@322025.0761.9
FsfairX-LLaMA3-RM-v0.1Paradigm=Bradley-Terry2025.0761.1
ArmoRM-Llama3-8B-v0.1Paradigm=Bradley-Terry2025.0760.6
Eurus-RM-7bParadigm=Bradley-Terry2025.0760.5
QRM-Llama3.1-8BParadigm=Bradley-Terry2025.0760.5
URM-LLaMa-3.1-8BParadigm=Bradley-Terry2025.0760.4
DeepSeek-GRM-27BParadigm=LLM-as-a-Judge & Generative Reward Models2025.0760.4
QRM-Llama3.1-8B-v2Paradigm=Bradley-Terry2025.0760.3
Skywork-Reward-Llama-3.1-8BParadigm=Bradley-Terry2025.0760.3
Skywork-Reward-Gemma-2-27BParadigm=Bradley-Terry2025.0760.1
Internlm2-7b-rewardParadigm=Bradley-Terry2025.0760
GRM-Llama3-8B-rewardmodel-ftParadigm=Bradley-Terry2025.0760
J1-Llama-8BParadigm=LLM-as-a-Judge & Generative Reward Models2025.0759.2
GRM-gemma2-2B-rewardmodel-ftParadigm=Bradley-Terry2025.0758.5
BTRM Qwen2 7b 0613Paradigm=Bradley-Terry2025.0758.4
Starling-RM-34BParadigm=Bradley-Terry2025.0757.5
RM-Mistral-7BParadigm=Bradley-Terry2025.0756.4
QRM-Gemma-2-27BParadigm=Bradley-Terry2025.0754.8
internlm2-1.8b-rewardParadigm=Bradley-Terry2025.0753.6