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Constrained Text Generation on Natural Language Benchmarks Word Length constraint
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95
Saturation
DIFFINITY
89.28
90.765
92.25
93.735
Feb 12, 2026
Saturation
Pass@10
Perplexity (PPL)
Fluency
Updated 4d ago
Evaluation Results
Method
Method
Links
Saturation
Pass@10
Perplexity (PPL)
Fluency
DIFFINITY
Guidance scale=2.5
2026.02
95
100
60.7
43.3
GPT2-Medium-GCD
Guided Character Decod...
2026.02
90.5
100
169.4
40.2
GPT2-Large-GCD
Guided Character Decod...
2026.02
89.5
100
125
44.2
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