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Benchmarks
Training and Verification System Efficiency on Qwen2.5-14B (2048 samples)
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114.1
Training Time (s)
Baseline
110.696
133.673
156.65
179.627
Mar 8, 2026
Training Time (s)
Overhead (%)
Storage (GB)
Preparation Time (s)
Verification Time (s)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Training Time (s)
Overhead (%)
Storage (GB)
Preparation Time (s)
Verification Time (s)
Baseline
Block Size=-
2026.03
114.1
-
-
-
-
AFTUNE
Block Size=BL = 4, BS...
2026.03
129.8
14
164.6
35.1
83.6
AFTUNE
Block Size=BL = 4, BS = 8
2026.03
135.6
19
213.5
20.3
58
AFTUNE
Block Size=BL = 2, BS = 4
2026.03
150.1
32
314.9
13
25.1
Step TEE
Block Size=-
2026.03
199.2
75
555.8
157
1
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