Watt-Tool-8B-GGUF / scores /Watt-Tool-8B-q3_k_l.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) : 8.895382 ± 0.058817
Mean PPL(base) : 7.534124 ± 0.048206
Cor(ln(PPL(Q)), ln(PPL(base))): 97.35%
Mean ln(PPL(Q)/PPL(base)) : 0.166090 ± 0.001513
Mean PPL(Q)/PPL(base) : 1.180679 ± 0.001787
Mean PPL(Q)-PPL(base) : 1.361258 ± 0.016217
====== KL divergence statistics ======
Mean KLD: 0.146296 ± 0.000446
Maximum KLD: 8.539277
99.9% KLD: 1.800523
99.0% KLD: 0.699970
99.0% KLD: 0.699970
Median KLD: 0.118646
10.0% KLD: 0.006209
5.0% KLD: 0.001891
1.0% KLD: 0.000254
Minimum KLD: -0.000001
====== Token probability statistics ======
Mean Δp: -2.899 ± 0.028 %
Maximum Δp: 77.074%
99.9% Δp: 39.937%
99.0% Δp: 24.573%
95.0% Δp: 11.867%
90.0% Δp: 6.258%
75.0% Δp: 0.461%
Median Δp: -0.451%
25.0% Δp: -5.618%
10.0% Δp: -15.734%
5.0% Δp: -23.078%
1.0% Δp: -39.433%
0.1% Δp: -67.421%
Minimum Δp: -97.164%
RMS Δp : 11.179 ± 0.043 %
Same top p: 78.943 ± 0.108 %