Text Generation on 5 Generation tasks
57.96AccuracyPOP
Evaluation Results
| Method | Links | |
|---|---|---|
| POPPruning Ratio=20%, Model=Qwen3-MoE-A3B2026.02 | 57.96 | |
| DensePruning Ratio=0%, Model=Qwen3-MoE-A3B2026.02 | 57.77 | |
| POPPR=20%, Online=true, Backbone=Llama3.1, Model Size=70B2026.02 | 55.67 | |
| DensePruning Ratio=0%, Model=Qwen2-MoE-A14B2026.02 | 54.92 | |
| POPPruning Ratio=20%, Model=Qwen2-MoE-A14B2026.02 | 53.95 | |
| POPPruning Ratio=40%, Model=Qwen2-MoE-A14B2026.02 | 53.86 | |
| POPPR=40%, Online=true, Backbone=Qwen3, Model Size=32B2026.02 | 47.78 | |
| Dense ModelPR=0%, Backbone=Llama2, Model Size=70B2026.02 | 45.49 | |
| DensePruning Ratio=0%, Model=Qwen1.5-MoE-A2.7B2026.02 | 43.17 | |
| Tyr´Pruning Ratio=20%, Model=Qwen3-MoE-A3B2026.02 | 43.07 | |
| POPPruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.02 | 42.1 | |
| PPPR=20%, Online=true, Backbone=Llama2, Model Size=70B2026.02 | 41.83 | |
| POPPruning Ratio=40%, Model=Qwen3-MoE-A3B2026.02 | 38.65 | |
| FLAPPruning Ratio=20%, Model=Qwen2-MoE-A14B2026.02 | 37.53 | |
| Tyr´PR=20%, Online=false, Backbone=Qwen3, Model Size=32B2026.02 | 35.68 | |
| POPPruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.02 | 31.11 | |
| PPPR=40%, Online=true, Backbone=Llama3.1, Model Size=70B2026.02 | 28.47 | |
| Tyr´Pruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.02 | 27.66 | |
| Tyr´PR=40%, Online=false, Backbone=Llama2, Model Size=70B2026.02 | 24.92 | |
| FLAPPruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.02 | 20.12 | |
| FLAPPruning Ratio=40%, Model=Qwen2-MoE-A14B2026.02 | 17.26 | |
| Tyr´Pruning Ratio=40%, Model=Qwen3-MoE-A3B2026.02 | 15.87 | |
| Wanda-spPruning Ratio=20%, Model=Qwen3-MoE-A3B2026.02 | 15.71 | |
| FLAPPruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.02 | 15.15 | |
| Wanda-spPruning Ratio=20%, Model=Qwen1.5-MoE-A2.7B2026.02 | 13.21 | |
| Tyr´Pruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.02 | 7.81 | |
| FLAPPR=40%, Online=false, Backbone=Qwen3, Model Size=32B2026.02 | 6.08 | |
| Wanda-spPruning Ratio=40%, Model=Qwen1.5-MoE-A2.7B2026.02 | 2.71 | |
| Wanda-spPruning Ratio=20%, Model=Qwen2-MoE-A14B2026.02 | 2.35 | |
| FLAPPR=20%, Online=false, Backbone=Llama3.1, Model Size=70B2026.02 | 1.68 | |
| Wanda-spPruning Ratio=40%, Model=Qwen3-MoE-A3B2026.02 | 1.54 | |
| Wanda-spPR=20%, Online=false, Backbone=Llama3.1, Model Size=8B2026.02 | 0.79 | |
| Wanda-spPR=40%, Online=false, Backbone=Qwen3, Model Size=8B2026.02 | 0.61 | |
| Wanda-spPruning Ratio=40%, Model=Qwen2-MoE-A14B2026.02 | 0.39 | |
| FLAPPruning Ratio=20%, Model=Qwen3-MoE-A3B2026.02 | 0 | |
| FLAPPruning Ratio=40%, Model=Qwen3-MoE-A3B2026.02 | 0 |