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Logic Reasoning on K&K Logic Puzzles OOD

99Score Threshold 2 (OOD)o3-mini-high
2141.2561.581.75Jun 23, 2025

Evaluation results

MethodLinks
o3-mini-high2025.06998394
MeRFBackbone=Qwen2.5-14B-Instruct2025.06996583
MeRFBackbone=DeepSeek-R1-Distill-Llama-8B2025.06996486
Deepseek-R12025.06918381
RLVRBackbone=Qwen2.5-14B-Instruct2025.06904272
RLVRBackbone=DeepSeek-R1-Distill-Llama-8B2025.06905879
o1-2024-12-172025.06832042
MeRFBackbone=Qwen2.5-7B-Instruct2025.06763963
MeRFBackbone=Qwen2.5-7B-Instruct-1M2025.06762549
RLVRBackbone=Qwen2.5-7B-Instruct2025.06712851
MeRFBackbone=Qwen2.5-7B-Base2025.06701842
GPT-4o2025.06681137
GPT-4o-mini2025.0663125
Qwen2.5-14B-Instruct2025.0663627
RLVRBackbone=Qwen2.5-7B-Instruct-1M2025.06601634
RLVRBackbone=Qwen2.5-7B-Base2025.06591735
Qwen2.5-7B-Instruct-1M2025.0649119
Qwen2.5-7B-Instruct2025.0643013
MeRFBackbone=DeepSeek-R1-Distill-Qwen-1.5B2025.0643417
Qwen2.5-7B-Base2025.0641014
Deepseek-Math-7B2025.0635010
DeepSeek-R1-Distill-Qwen-1.5B2025.063006
RLVRBackbone=DeepSeek-R1-Distill-Qwen-1.5B2025.0629114
NuminaMath-7B-CoT2025.062808
DeepSeek-R1-Distill-Llama-8B2025.06241115