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ResearchFormerly WizWand

LoRA Routing on NQ-DomainLoRA PMD-BENCH

89.7Accuracybm25
0.05223.32646.669.874Jul 5, 2026
Updated 3mo ago

Evaluation results

MethodLinks
bm25Backbone=Llama-3.1-8B2026.0789.7
bm25Backbone=Qwen3-4B-Instruct2026.0789.7
bm25Backbone=Qwen3-8B2026.0789.7
LAGBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0779.3
PMDRouterBackbone=Qwen3-8B, Zero-shot=true2026.0779
PMDRouterBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0778.1
PMDRouterBackbone=Llama-3.1-8B, Zero-shot=true2026.0776.9
LAGBackbone=Qwen3-8B, Zero-shot=true2026.0775.4
LAGBackbone=Llama-3.1-8B, Zero-shot=true2026.0773.3
SPECTRBackbone=Llama-3.1-8B, Zero-shot=true2026.0760.1
SPECTRBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0757
SPECTRBackbone=Qwen3-8B, Zero-shot=true2026.0747.4
embeddingBackbone=Llama-3.1-8B2026.0739.7
embeddingBackbone=Qwen3-4B-Instruct2026.0739.7
embeddingBackbone=Qwen3-8B2026.0739.7
L-HidL2-LastMedBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0721.2
L-AlphaZBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0721.1
L-AlphaZBackbone=Llama-3.1-8B, Zero-shot=true2026.0718.6
ArrowBackbone=Qwen3-8B, Zero-shot=true2026.0716.2
L-HidL2-L4ZBackbone=Llama-3.1-8B, Zero-shot=true2026.0715.9
J-WAllZBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0715.1
L-HidL2-LastMedBackbone=Llama-3.1-8B, Zero-shot=true2026.0714.7
B-CtrL2Backbone=Qwen3-4B-Instruct, Zero-shot=true2026.0714.4
ArrowBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0713
B-LogitVarBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0712.5
B-S4aBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0712.4
L-HidL2-L4ZBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.0712.2
L-AlphaZBackbone=Qwen3-8B, Zero-shot=true2026.0712
B-LogitVarBackbone=Llama-3.1-8B, Zero-shot=true2026.0711.9
J-WAllZBackbone=Qwen3-8B, Zero-shot=true2026.0711.8
J-GlobalBackbone=Llama-3.1-8B, Zero-shot=true2026.0711.6
B-CtrL2Backbone=Qwen3-8B, Zero-shot=true2026.0710.3
B-CtrL2Backbone=Llama-3.1-8B, Zero-shot=true2026.079.9
L-HidL2-L4ZBackbone=Qwen3-8B, Zero-shot=true2026.079.7
B-S4aBackbone=Llama-3.1-8B, Zero-shot=true2026.079.1
B-LogitVarBackbone=Qwen3-8B, Zero-shot=true2026.079.1
B-S4aBackbone=Qwen3-8B, Zero-shot=true2026.079.1
J-WAllZBackbone=Llama-3.1-8B, Zero-shot=true2026.079
ArrowBackbone=Llama-3.1-8B, Zero-shot=true2026.078.7
L-HidL2-LastMedBackbone=Qwen3-8B, Zero-shot=true2026.078.4
J-MLPGlobalBackbone=Llama-3.1-8B, Zero-shot=true2026.078.3
J-MLPGlobalBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.078.3
J-MLPGlobalBackbone=Qwen3-8B, Zero-shot=true2026.078.3
J-GlobalBackbone=Qwen3-8B, Zero-shot=true2026.074.9
J-GlobalBackbone=Qwen3-4B-Instruct, Zero-shot=true2026.073.5