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Reasoning on GPQA D (GPQA-D)

49.49GPQA-D Scoreδ-Mem
21.659628.884836.1143.3352May 12, 2026

Evaluation results

MethodLinks
δ-MemBackbone=Qwen3-8B, Memory Configuration=MSW2026.0549.49
δ-MemBackbone=Qwen3-8B, Memory Configuration=SSW2026.0545.45
Qwen3-8BBackbone=Qwen3-8B2026.0544.95
δ-MemBackbone=Qwen3-8B, Memory Configuration=TSW2026.0544.95
δ-Mem (SSW)Backbone=Qwen3-4B-Instruct, Memory Mechanism=δ-Mem2026.0541.41
δ-MemBackbone=Qwen3-4B-Instruct, Memory Configuration=SSW2026.0541.41
δ-Mem (TSW)Backbone=Qwen3-4B-Instruct, Memory Mechanism=δ-Mem2026.0540.4
δ-MemBackbone=Qwen3-4B-Instruct, Memory Configuration=TSW2026.0540.4
Qwen3-4B-InstructBackbone=Qwen3-4B-Instruct2026.0539.39
Qwen3-4B-InstructBackbone=Qwen3-4B-Instruct2026.0539.39
MemGenBackbone=Qwen3-4B-Instruct, Memory Mechanism=Parametric Memory2026.0538.89
Context2LoRABackbone=Qwen3-8B2026.0538.38
δ-Mem (MSW)Backbone=Qwen3-4B-Instruct, Memory Mechanism=δ-Mem2026.0537.37
δ-MemBackbone=Qwen3-4B-Instruct, Memory Configuration=MSW2026.0537.37
Context2LoRABackbone=Qwen3-4B-Instruct, Memory Mechanism=Parametric Memory2026.0529.29
Context2LoRABackbone=Qwen3-4B-Instruct2026.0529.29
δ-MemBackbone=SmolLM3-3B, Memory Configuration=SSW2026.0526.77
Context2LoRABackbone=SmolLM3-3B2026.0526.77
δ-MemBackbone=SmolLM3-3B, Memory Configuration=TSW2026.0526.26
δ-MemBackbone=SmolLM3-3B, Memory Configuration=MSW2026.0525.76
SmolLM3-3BBackbone=SmolLM3-3B2026.0523.23
MLP MemoryBackbone=Qwen3-4B-Instruct, Memory Mechanism=Outside-channel Memory2026.0522.73