Watt-Tool-8B-GGUF / scores /Watt-Tool-8B-iq3_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) : 7.841948 ± 0.049502
Mean PPL(base) : 7.237090 ± 0.045539
Cor(ln(PPL(Q)), ln(PPL(base))): 98.36%
Mean ln(PPL(Q)/PPL(base)) : 0.080268 ± 0.001143
Mean PPL(Q)/PPL(base) : 1.083578 ± 0.001238
Mean PPL(Q)-PPL(base) : 0.604858 ± 0.009476
====== KL divergence statistics ======
Mean KLD: 0.081774 ± 0.000354
Maximum KLD: 7.690053
99.9% KLD: 1.654508
99.0% KLD: 0.555790
99.0% KLD: 0.555790
Median KLD: 0.056256
10.0% KLD: 0.003426
5.0% KLD: 0.001063
1.0% KLD: 0.000157
Minimum KLD: 0.000000
====== Token probability statistics ======
Mean Δp: -2.133 ± 0.021 %
Maximum Δp: 73.495%
99.9% Δp: 32.336%
99.0% Δp: 17.093%
95.0% Δp: 7.846%
90.0% Δp: 4.045%
75.0% Δp: 0.372%
Median Δp: -0.301%
25.0% Δp: -3.967%
10.0% Δp: -10.805%
5.0% Δp: -16.007%
1.0% Δp: -30.015%
0.1% Δp: -62.256%
Minimum Δp: -96.763%
RMS Δp : 8.316 ± 0.043 %
Same top p: 85.224 ± 0.094 %