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Question Answering on 7 QA tasks

69.44AccuracyDense Model
30.85640.87350.8960.907Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Dense ModelPR=0%, Backbone=Llama3.1, Model Size=70B2026.0269.44
Dense ModelPR=0%, Backbone=Qwen3, Model Size=32B2026.0268.28
Dense ModelPR=0%, Backbone=Llama2, Model Size=70B2026.0266.96
PPPR=20%, Online=true, Backbone=Llama2, Model Size=70B2026.0266.89
DensePruning Ratio=0%, Model=Qwen3-MoE-A3B2026.0266.76
Tyr´PR=40%, Online=false, Backbone=Llama3.1, Model Size=70B2026.0265.9
Dense ModelPR=0%, Backbone=Qwen3, Model Size=8B2026.0265.74
FLAPPruning Ratio=20%, Model=Qwen2-MoE-A14B2026.0265.04
DensePruning Ratio=0%, Model=Qwen2-MoE-A14B2026.0264.71
Dense ModelPR=0%, Backbone=Llama3.1, Model Size=8B2026.0264.68
POPPruning Ratio=20%, Model=Qwen2-MoE-A14B2026.0264.64
POPPruning Ratio=20%, Model=Qwen3-MoE-A3B2026.0264.28
POPPR=20%, Online=true, Backbone=Qwen3, Model Size=32B2026.0264.24
POPPruning Ratio=40%, Model=Qwen2-MoE-A14B2026.0264.24
Tyr´Pruning Ratio=20%, Model=Qwen3-MoE-A3B2026.0263.8
PPPR=40%, Online=true, Backbone=Llama2, Model Size=70B2026.0263.23
Dense ModelPR=0%, Backbone=Llama2, Model Size=13B2026.0263
DensePruning Ratio=0%, Model=Qwen1.5-MoE-A2.7B2026.0260.21
Tyr´PR=20%, Online=false, Backbone=Llama3.1, Model Size=8B2026.0259.85
Dense ModelPR=0%, Backbone=Llama2, Model Size=7B2026.0259.7
Tyr´Pruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.0259.61
POPPruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.0258.4
FLAPPruning Ratio=40%, Model=Qwen2-MoE-A14B2026.0258.12
FLAPPR=20%, Online=false, Backbone=Llama2, Model Size=13B2026.0257.87
Wanda-spPR=20%, Online=false, Backbone=Llama2, Model Size=7B2026.0255.02
POPPruning Ratio=40%, Model=Qwen3-MoE-A3B2026.0254.94
Wanda-spPruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.0253.97
POPPruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.0253.95
Tyr´Pruning Ratio=40%, Model=Qwen3-MoE-A3B2026.0253.74
FLAPPruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.0253.58
Wanda-spPruning Ratio=20%, Model=Qwen3-MoE-A3B2026.0252.37
POPPR=40%, Online=true, Backbone=Qwen3, Model Size=8B2026.0250.98
FLAPPruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.0249.81
Tyr´Pruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.0248.74
FLAPPR=40%, Online=false, Backbone=Llama2, Model Size=13B2026.0247.59
Wanda-spPR=40%, Online=false, Backbone=Llama2, Model Size=7B2026.0241.39
Wanda-spPruning Ratio=20%, Model=Qwen2-MoE-A14B2026.0240.61
Wanda-spPruning Ratio=40%, Model=Qwen3-MoE-A3B2026.0239.01
Wanda-spPruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.0238.04
Wanda-spPruning Ratio=40%, Model=Qwen2-MoE-A14B2026.0234.43
FLAPPruning Ratio=20%, Model=Qwen3-MoE-A3B2026.0232.34
FLAPPruning Ratio=40%, Model=Qwen3-MoE-A3B2026.0232.34