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Reward Modeling on JudgeBench

93.3Accuracy

OpenRS

Updated 8d ago

Evaluation Results

Method
OpenRS 2026.02	93.3	86.8
OpenRS 2026.02	91.6	89.4
OpenRS 2026.02	89.4	86.7
OpenRS 2026.02	89.1	86.2
OpenRS 2026.02	86.4	84.9
Skywork-Reward-V2-Llama-3.1-8B-40M 2025.07	83.4	-
RationaleRM 2026.02	82	-
Skywork-Reward-V2-Llama-3.1-8B 2026.02	80	84.3
Skywork-Reward-V2-Llama-3.1-8B 2025.07	80	-
Skywork-Reward-V2 2025.07	77.9	-
Skywork-Reward-V2 2025.07	76	-
Auto-Rubric 2026.02	74.3	-
Skywork-Reward-V2 2025.07	73.5	-
Skywork-Reward-V2-Qwen3-8B 2025.07	73.4	-
Skywork-Reward-V2-Qwen3-1.7B 2025.07	72.9	-
CAMEL-Reflection 2026.02	71.6	-
Skywork-Reward-V2 2025.07	71.1	-
INF-ORM-Llama3.1-70B 2026.02	70.2	-
INF-ORM-Llama3.1-70B 2026.02	70.2	71.7
INF-ORM-Llama3.1-70B 2026.02	70.2	-
INF-ORM-Llama3.1-70B 2025.07	70.2	-
INF-ORM-Llama3.1-70B 2025.07	70.2	-
Athene-RM-8B 2026.02	70.1	-
Skywork-Reward-V2 2025.07	70	-
Skywork-Reward-V2-Qwen3-4B 2025.07	69.5	-
Ray2333/GRM-gemma2-2B-rewardmodel-ft 2025.07	69.4	-
Skywork-Reward-V2-Llama-3.2-3B 2025.07	69.2	-
CAMEL 2026.02	69.1	-
Skywork-Reward-V2-Qwen3-0.6B 2025.07	67.6	-
Skywork-Reward-Gemma-2-27B-v0.2 2026.02	66.5	-
Skywork-Reward-Gemma-2-27B-v0.2 2026.02	66.5	67.3
Skywork-Reward-Gemma-2-27B-v0.2 2026.02	66.5	-
Skywork-Reward-Gemma-2-27B-v0.2 2025.07	66.5	-
WILDREWARD-8B 2026.02	66	-
Llama-3.1-Nemotron-70B 2026.02	65.8	-
Llama-3.1-Nemotron-70B 2026.02	65.8	70.5
Llama-3.1-Nemotron-70B 2026.02	65.8	-
Llama-3.1-Nemotron-70B 2025.07	65.8	-
CAMEL-Fast 2026.02	65.2	-
Skywork-Reward-Gemma-2-27B 2025.07	65.2	-
Skywork-Reward-V2-Llama-3.2-1B 2025.07	65	-
Claude-3.5-Sonnet 2026.02	64.8	-
RM-R1-Qwen-Instruct-32B 2026.02	64.8	-
Claude-3.5-Sonnet 2025.07	64.8	-
CIR-AMS/BTRM_Qwen2_7b_0613 2025.07	64.5	-
Internlm2-20b-reward 2026.02	64.3	-
Internlm2-20b-reward 2026.02	64.3	64.8
Internlm2-20b-reward 2026.02	64.3	-
Internlm2-20b-reward 2025.07	64.3	-
LDL-Reward-Gemma-2-27B-v0.1 2026.02	64.2	67.4
LDL-Reward-Gemma-2-27B-v0.1 2026.02	64.2	-
LDL-Reward-Gemma-2-27B-v0.1 2025.07	64.2	-
URM-LLaMa-3.1-8B 2025.07	64.1	-
BTRM Qwen2 7b 0613 2025.07	63.8	-
QRM-Llama3.1-8B 2025.07	63.8	-
Starling-RM-34B 2025.07	63.8	-
Llama-3-OffsetBias-RM-8B 2026.02	63.5	-
Llama-3-OffsetBias-RM-8B 2026.02	63.5	65
Llama-3-OffsetBias-RM-8B 2026.02	63.5	-
GRM-gemma2-2B-rewardmodel-ft 2025.07	63.5	-
Llama-3-OffsetBias-RM-8B 2025.07	63.5	-
GRM-llama3-8B-distill 2025.07	63.3	-
Skywork-Reward-Llama-3.1-8B-v0.2 2026.02	62.9	-
Skywork-Reward-Llama-3.1-8B-v0.2 2026.02	62.9	67.1
Skywork-Reward-Llama-3.1-8B-v0.2 2026.02	62.9	-
Skywork-Reward-Llama-3.1-8B-v0.2 2025.07	62.9	-
QRM-Llama3.1-8B-v2 2025.07	62.6	-
GRM-Llama3-8B-rewardmodel-ft 2025.07	62.3	-
RM-Mistral-7B 2025.07	62.1	-
Skywork-Reward-Llama-3.1-8B 2025.07	62	-
RM-R1-Qwen-Instruct-14B 2026.02	61.3	-
WILDREWARD-4B 2026.02	61.1	-
J1-Llama-70B 2026.02	60	-
J1-Llama-70B 2026.02	60	-
J1-Llama-70B 2025.07	60	-
FsfairX-LLaMA3-RM-v0.1 2025.07	59.9	-
GPT-4o 2026.02	59.8	-
GPT-4o 2025.07	59.8	-
ArmoRM-Llama3-8B-v0.1 2026.02	59.7	-
ArmoRM-Llama3-8B-v0.1 2026.02	59.7	63.4
ArmoRM-Llama3-8B-v0.1 2026.02	59.7	-
ArmoRM-Llama3-8B-v0.1 2025.07	59.7	-
Internlm2-7b-reward 2025.07	59.4	-
internlm2-1.8b-reward 2025.07	59	-
Eurus-RM-7b 2025.07	58.4	-
QRM-Gemma-2-27B 2025.07	57.5	-
ConsistRM (Qwen3-8B) 2026.04	56.9	-
Qwen3-8B + TTRL 2026.04	56.8	-
EvalPlanner 2026.02	56.6	-
EvalPlanner 2025.07	56.6	-
ConsistRM (Qwen3-4B) 2026.04	56.1	-
Qwen3-8B + CAAR 2026.04	56	-
Qwen3-8B + RFT 2026.04	55.4	-
Qwen3-8B 2026.04	54.3	-
Qwen3-4B + TTRL 2026.04	52.3	-
Qwen3-4B + CAAR 2026.04	52	-
Qwen3-8B + SFT 2026.04	51.7	-
Qwen3-4B + RFT 2026.04	51.1	-
EvalPlanner 2025.07	50.9	-
Qwen3-4B 2026.04	50	-

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