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Benchmarks
Task Offloading on MEC environment 6-server topology
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3.0745
Average Latency
COMLLM
3.007716
3.458508
3.9093
4.360092
Apr 8, 2026
Average Latency
Drop Rate
Performance Ratio
Load Balancing Index
Updated 9d ago
Evaluation Results
Method
Method
Links
Average Latency
Drop Rate
Performance Ratio
Load Balancing Index
COMLLM
2026.04
3.0745
0
96.86
73.87
GRPO-7B
Model Scale=7B
2026.04
3.1197
0
95.46
71.2
DQN
2026.04
3.3966
4.35
87.68
65.64
SFT-7B
Model Scale=7B
2026.04
4.0989
0.33
72.65
42.6
GRPO-1.5B
Model Scale=1.5B
2026.04
4.3096
1.63
69.1
19.94
Random
2026.04
4.5658
0.65
65.22
63.42
SFT-1.5B
Model Scale=1.5B
2026.04
4.7441
2.94
62.77
46.82
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