Watt-Tool-8B-GGUF / scores /Watt-Tool-8B-q3_k_m.ppx
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Generate Perplexity, KLD, ARC, HellaSwag, MMLU, Truthful QA and WinoGrande scores
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====== Perplexity statistics ======
Mean PPL(Q) : 8.459379 ± 0.053550
Mean PPL(base) : 7.237090 ± 0.045539
Cor(ln(PPL(Q)), ln(PPL(base))): 97.26%
Mean ln(PPL(Q)/PPL(base)) : 0.156057 ± 0.001477
Mean PPL(Q)/PPL(base) : 1.168892 ± 0.001727
Mean PPL(Q)-PPL(base) : 1.222289 ± 0.014061
====== KL divergence statistics ======
Mean KLD: 0.131196 ± 0.000539
Maximum KLD: 7.898368
99.9% KLD: 2.475934
99.0% KLD: 0.894390
99.0% KLD: 0.894390
Median KLD: 0.089346
10.0% KLD: 0.006670
5.0% KLD: 0.002250
1.0% KLD: 0.000392
Minimum KLD: 0.000001
====== Token probability statistics ======
Mean Δp: -3.913 ± 0.027 %
Maximum Δp: 64.023%
99.9% Δp: 33.075%
99.0% Δp: 17.214%
95.0% Δp: 7.245%
90.0% Δp: 3.301%
75.0% Δp: 0.096%
Median Δp: -0.875%
25.0% Δp: -6.342%
10.0% Δp: -15.578%
5.0% Δp: -22.649%
1.0% Δp: -41.943%
0.1% Δp: -75.852%
Minimum Δp: -98.926%
RMS Δp : 10.892 ± 0.050 %
Same top p: 82.438 ± 0.100 %