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Toxic text generation on MDLM (test)
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0.8
Toxic Rate
Pretrained
-3.168
23.616
50.4
77.184
May 28, 2025
Toxic Rate
Toxic Rate (Holdout)
PPL (GPT2-XL)
Distinct-1
Distinct-2
Distinct-3
Updated 1mo ago
Evaluation Results
Method
Method
Links
Toxic Rate
Toxic Rate (Holdout)
PPL (GPT2-XL)
Distinct-1
Distinct-2
Distinct-3
Pretrained
# Particles=1
2025.05
0.8
5.2
121.1
56
92
96
BoN
# Particles=8
2025.05
6.3
16.7
127.4
56
91
96
SMCbase
# Particles=8
2025.05
26.7
40
132.3
57
92
96
Propgrad
# Particles=1
2025.05
58
58.3
216.7
58
93
96
Propamot
# Particles=1
2025.05
63.7
75.7
131.9
53
89
94
SMCgrad
# Particles=8
2025.05
95
86.3
132.1
57
92
96
SMCamot
# Particles=8
2025.05
100
99.7
147.6
44
81
91
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