Reward Modeling on HREF
75.95Accuracygpt-5-2025-08-07
Evaluation Results
| Method | Links | |
|---|---|---|
| gpt-5-2025-08-07Model Category=Base Models (LLM-as-a-Judge)2026.01 | 75.95 | |
| claude-3-7-sonnet-20250219Model Category=Base Models (LLM-as-a-Judge)2026.01 | 73.84 | |
| INF-ORM-Llama3.1-70BModel Category=Scalar Reward Models, Backbone=Llama-3.1-70B2026.01 | 73.64 | |
| URM-LLaMa-3.1-8BModel Category=Scalar Reward Models, Backbone=Llama-3.1-8B2026.01 | 73.47 | |
| Skywork-Reward-Llama-3.1-8B-v0.2Model Category=Scalar Reward Models, Backbone=Llama-3.1-8B2026.01 | 73.47 | |
| ArmoRM-Llama3-8B-v0.1Model Category=Scalar Reward Models, Backbone=Llama3-8B2026.01 | 73.22 | |
| RRM-Qwen-32BModel Category=Specialized Generative Reward Models, Backbone=Qwen-32B2026.01 | 72.73 | |
| RM-NLHF-Qwen-32BModel Category=Our Generative Reward Models, Backbone=Qwen-32B2026.01 | 71.65 | |
| RM-R1-Qwen-32BModel Category=Specialized Generative Reward Models, Backbone=Qwen-32B2026.01 | 70.99 | |
| o3-2025-04-16Model Category=Base Models (LLM-as-a-Judge)2026.01 | 70.58 | |
| R1-Distill-Qwen-32BModel Category=Base Models (LLM-as-a-Judge), Backbone=Qwen-32B2026.01 | 69.67 | |
| gemini-2.5-proModel Category=Base Models (LLM-as-a-Judge)2026.01 | 69.34 | |
| RM-NLHF-Qwen-7BModel Category=Our Generative Reward Models, Backbone=Qwen-7B2026.01 | 69.26 | |
| RRM-Qwen-7BModel Category=Specialized Generative Reward Models, Backbone=Qwen-7B2026.01 | 67.77 | |
| RM-R1-Qwen-7BModel Category=Specialized Generative Reward Models, Backbone=Qwen-7B2026.01 | 65.04 | |
| deepseek-r1-0528Model Category=Base Models (LLM-as-a-Judge)2026.01 | 64.96 | |
| qwen-plus-latestModel Category=Base Models (LLM-as-a-Judge)2026.01 | 64.88 | |
| qwen3-maxModel Category=Base Models (LLM-as-a-Judge)2026.01 | 62.19 | |
| R1-Distill-Llama-8BModel Category=Base Models (LLM-as-a-Judge), Backbone=Llama-8B2026.01 | 58.99 | |
| gpt-4o-latestModel Category=Base Models (LLM-as-a-Judge)2026.01 | 57.77 | |
| deepseek-v3Model Category=Base Models (LLM-as-a-Judge)2026.01 | 56.78 | |
| DeepSeek-R1-Distill-Qwen-7BModel Category=Base Models (LLM-as-a-Judge), Backbone=Qwen-7B2026.01 | 54.87 |