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Benchmarks
Efficiency Analysis on LLaMA2-7B
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1.34
Memory Usage (GB)
OneBit
0.8544
4.1322
7.41
10.6878
Aug 9, 2025
Memory Usage (GB)
Execution Cycles (T)
Updated 15d ago
Evaluation Results
Method
Method
Links
Memory Usage (GB)
Execution Cycles (T)
OneBit
Average Bit=1.01
2025.08
1.34
0.17
FBI-LLM
Average Bit=1.01
2025.08
1.34
0.17
BinaryLLM
Average Bit=1.01
2025.08
1.34
0.17
BiLLM
Average Bit=1.08
2025.08
1.4
0.18
BitNet
Average Bit=1.58
2025.08
1.8
0.23
LLaMA2-7B-INT4
Average Bit=4.0
2025.08
3.76
0.48
LLaMA2-7B
Average Bit=16.0
2025.08
13.48
1.72
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