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Benchmarks
Controllable Text Generation on Sentiment Control Positive Target
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98.9
Positive Prop. (RoBERTa)
DGLM
60.628
70.564
80.5
90.436
Aug 8, 2024
Positive Prop. (RoBERTa)
Perplexity (OLMo)
Diversity (Dist-3)
Updated 4d ago
Evaluation Results
Method
Method
Links
Positive Prop. (RoBERTa)
Perplexity (OLMo)
Diversity (Dist-3)
DGLM
Guidance=500.0
2024.08
98.9
25
80.6
DGLM
Guidance=100.0
2024.08
98
24.3
82.1
DExperts
2024.08
96.9
160.8
85
DGLM
Guidance=50.0
2024.08
96.6
27.2
84.4
DGLM
Guidance=20.0
2024.08
96.5
29.1
86.4
DGLM
Guidance=10.0
2024.08
95.9
31.1
86.9
GeDi
2024.08
94.4
140.4
80.6
DGLM
Guidance=5.0
2024.08
92.7
33.2
87
DAPT
2024.08
84.4
26.8
85.4
DGLM
Guidance=None
2024.08
69.4
35.6
86.8
PPLM
2024.08
64.9
137.1
85.4
GPT-2
2024.08
62.1
53.6
86.1
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