Watt-Tool-8B-GGUF / scores /Watt-Tool-8B-q3_k_m.ppx
eaddario's picture
Generate Perplexity, KLD, ARC, HellaSwag, MMLU, Truthful QA and WinoGrande scores
6583e65 verified
====== Perplexity statistics ======
Mean PPL(Q) : 9.016990 ± 0.059441
Mean PPL(base) : 7.534124 ± 0.048206
Cor(ln(PPL(Q)), ln(PPL(base))): 97.13%
Mean ln(PPL(Q)/PPL(base)) : 0.179668 ± 0.001569
Mean PPL(Q)/PPL(base) : 1.196820 ± 0.001878
Mean PPL(Q)-PPL(base) : 1.482867 ± 0.017057
====== KL divergence statistics ======
Mean KLD: 0.157666 ± 0.000482
Maximum KLD: 9.472803
99.9% KLD: 2.049311
99.0% KLD: 0.765471
99.0% KLD: 0.765471
Median KLD: 0.127495
10.0% KLD: 0.007270
5.0% KLD: 0.002221
1.0% KLD: 0.000296
Minimum KLD: -0.000001
====== Token probability statistics ======
Mean Δp: -3.373 ± 0.030 %
Maximum Δp: 68.206%
99.9% Δp: 40.367%
99.0% Δp: 24.601%
95.0% Δp: 11.563%
90.0% Δp: 5.922%
75.0% Δp: 0.342%
Median Δp: -0.591%
25.0% Δp: -6.307%
10.0% Δp: -16.931%
5.0% Δp: -24.574%
1.0% Δp: -41.728%
0.1% Δp: -69.844%
Minimum Δp: -98.781%
RMS Δp : 11.741 ± 0.045 %
Same top p: 78.308 ± 0.109 %