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Long-context reasoning (Pairs) on OOL-Pairs

64.3Accuracyλ-RLM
-2.57214.78932.1549.511Mar 20, 2026

Evaluation results

MethodLinks
λ-RLMParadigm=P3, Model Family=Llama, Model Scale=405B2026.0364.3
λ-RLMParadigm=P3, Model Family=Qwen3, Model Scale=235B2026.0361.5
λ-RLMParadigm=P3, Model Family=Llama, Model Scale=70B2026.0350.7
λ-RLMParadigm=P3, Model Family=Qwen3, Model Scale=32B2026.0348.2
λ-RLMParadigm=P3, Model Family=Mistral, Model Scale=Cdsrl2026.0347.6
λ-RLMParadigm=P3, Model Family=Mistral, Model Scale=8x22B2026.0344.1
RLMParadigm=P2, Model Family=Llama, Model Scale=405B2026.0342.7
RLMParadigm=P2, Model Family=Qwen3, Model Scale=235B2026.0338.4
λ-RLMParadigm=P3, Model Family=Qwen3, Model Scale=8B2026.0334.8
λ-RLMParadigm=P3, Model Family=Llama, Model Scale=8B2026.0331.6
λ-RLMParadigm=P3, Model Family=Mistral, Model Scale=7B2026.0328.4
RLMParadigm=P2, Model Family=Mistral, Model Scale=Cdsrl2026.0322.8
RLMParadigm=P2, Model Family=Llama, Model Scale=70B2026.0321.3
RLMParadigm=P2, Model Family=Qwen3, Model Scale=32B2026.0318.6
RLMParadigm=P2, Model Family=Mistral, Model Scale=8x22B2026.0314.5
RLMParadigm=P2, Model Family=Qwen3, Model Scale=8B2026.034.2
RLMParadigm=P2, Model Family=Llama, Model Scale=8B2026.033.8
RLMParadigm=P2, Model Family=Mistral, Model Scale=7B2026.032.1
DirectParadigm=P1, Model Family=Llama, Model Scale=70B2026.030.4
DirectParadigm=P1, Model Family=Qwen3, Model Scale=32B2026.030.3
DirectParadigm=P1, Model Family=Llama, Model Scale=405B2026.030.2
DirectParadigm=P1, Model Family=Mistral, Model Scale=8x22B2026.030.2
DirectParadigm=P1, Model Family=Qwen3, Model Scale=8B2026.030.1
DirectParadigm=P1, Model Family=Qwen3, Model Scale=235B2026.030.1
DirectParadigm=P1, Model Family=Llama, Model Scale=8B2026.030.1
DirectParadigm=P1, Model Family=Mistral, Model Scale=Cdsrl2026.030.1
DirectParadigm=P1, Model Family=Mistral, Model Scale=7B2026.030