Watt-Tool-8B-GGUF / scores /Watt-Tool-8B-iq3_s.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) : 9.156208 ± 0.059074
Mean PPL(base) : 7.534124 ± 0.048206
Cor(ln(PPL(Q)), ln(PPL(base))): 96.88%
Mean ln(PPL(Q)/PPL(base)) : 0.194990 ± 0.001607
Mean PPL(Q)/PPL(base) : 1.215298 ± 0.001953
Mean PPL(Q)-PPL(base) : 1.622084 ± 0.017205
====== KL divergence statistics ======
Mean KLD: 0.176807 ± 0.000516
Maximum KLD: 7.850962
99.9% KLD: 2.159336
99.0% KLD: 0.866296
99.0% KLD: 0.866296
Median KLD: 0.144583
10.0% KLD: 0.010968
5.0% KLD: 0.003578
1.0% KLD: 0.000530
Minimum KLD: 0.000004
====== Token probability statistics ======
Mean Δp: -4.620 ± 0.031 %
Maximum Δp: 81.902%
99.9% Δp: 38.750%
99.0% Δp: 22.129%
95.0% Δp: 9.587%
90.0% Δp: 4.291%
75.0% Δp: 0.093%
Median Δp: -1.101%
25.0% Δp: -8.157%
10.0% Δp: -19.324%
5.0% Δp: -27.170%
1.0% Δp: -44.631%
0.1% Δp: -74.280%
Minimum Δp: -96.184%
RMS Δp : 12.577 ± 0.047 %
Same top p: 77.814 ± 0.110 %