Watt-Tool-8B-GGUF / scores /Watt-Tool-8B-q3_k_s.ppx
eaddario's picture
Generate Perplexity, KLD, ARC, HellaSwag, MMLU, Truthful QA and WinoGrande scores
6583e65 verified
====== Perplexity statistics ======
Mean PPL(Q) : 10.242604 ± 0.066586
Mean PPL(base) : 7.534124 ± 0.048206
Cor(ln(PPL(Q)), ln(PPL(base))): 94.81%
Mean ln(PPL(Q)/PPL(base)) : 0.307113 ± 0.002080
Mean PPL(Q)/PPL(base) : 1.359495 ± 0.002827
Mean PPL(Q)-PPL(base) : 2.708480 ± 0.025898
====== KL divergence statistics ======
Mean KLD: 0.276176 ± 0.000860
Maximum KLD: 8.462747
99.9% KLD: 3.304338
99.0% KLD: 1.622670
99.0% KLD: 1.622670
Median KLD: 0.211115
10.0% KLD: 0.017779
5.0% KLD: 0.004912
1.0% KLD: 0.000565
Minimum KLD: 0.000002
====== Token probability statistics ======
Mean Δp: -7.071 ± 0.041 %
Maximum Δp: 93.414%
99.9% Δp: 45.356%
99.0% Δp: 24.292%
95.0% Δp: 9.695%
90.0% Δp: 4.049%
75.0% Δp: 0.041%
Median Δp: -1.661%
25.0% Δp: -11.538%
10.0% Δp: -26.617%
5.0% Δp: -38.289%
1.0% Δp: -66.295%
0.1% Δp: -86.075%
Minimum Δp: -99.772%
RMS Δp : 17.133 ± 0.061 %
Same top p: 73.659 ± 0.116 %