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Language Modeling on C4 v1 (test)
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6.63
Perplexity
Llama 2-7B
6.5792
6.9221
7.265
7.6079
Nov 19, 2025
Perplexity
Updated 1mo ago
Evaluation Results
Method
Method
Links
Perplexity
Llama 2-7B
Ratio=-, Avg bits=32
2025.11
6.63
QTIP
Ratio=∼ 8×, Avg bits=4...
2025.11
6.69
AQLM
Ratio=∼ 8×, Avg bits=4...
2025.11
6.75
QuIP#
Ratio=∼ 8×, Avg bits=4...
2025.11
6.86
PocketLLM
Ratio=∼ 8×, Avg bits=3...
2025.11
6.86
SpQR
Ratio=∼ 8×, Avg bits=3...
2025.11
6.87
VPTQ
Ratio=∼ 8×, Avg bits=4...
2025.11
7.13
GPTQ
Ratio=∼ 8×, Avg bits=4...
2025.11
7.2
PocketLLM
Ratio=∼ 8×, Avg bits=3...
2025.11
7.49
DuQuant
Ratio=∼ 8×, Avg bits=4...
2025.11
7.79
DuQuant*
Ratio=∼ 8×, Avg bits=4...
2025.11
7.9
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