notesum.ai
Published at October 18A Lightweight Multi Aspect Controlled Text Generation Solution For Large Language Models
cs.CR
cs.AI
cs.DC
Released Date: October 18, 2024
Authors: Chenyang Zhang1, Jiayi Lin1, Haibo Tong1, Bingxuan Hou1, Dongyu Zhang1, Jialin Li1, Junli Wang1
Aff.: 1Tongji University

| Baselines | Total Accuracy↑(%) | Sentiment↑(%) | Topic↑(%) | Detoxification↑(%) |
|---|---|---|---|---|
| Augmented MCTG | 47.57 | 77.75 | 71.11 | 82.75 |
| w/o Cross | 44.03 | 77.32 | 61.46 | 85.39 |
| w/o Grain | 35.25 | 84.36 | 59.89 | 71.18 |
| w/o Rewrite | 29.67 | 93.27 | 55.61 | 59.68 |
| \hdashlineVanilla MCTG | 22.14 | 98.86 | 41.89 | 51.35 |