Research map / Image generation / Editing and style transfer
The Style-Content Duality of Attractiveness: Learning to Write Eye-Catching Headlines via Disentanglement
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Generate headlines using disentangled attractive content and style with content-guided polishing | DAHG · Kuaibao test | BLEU: 11.48 -> 12.74 | Helped |
| Add BERT as the encoder | DAHG · Kuaibao test | BLEU: 12.74 -> 11.43 | Hurt |
| Use the prototype headline directly to polish the document instead of disentangling style and content (ablation) | DAHG · Kuaibao test | ROUGE-1: 29.73 -> 27.69 | Hurt |
| Omit polishing with attractive content representation (ablation) | DAHG · Kuaibao test | ROUGE-1: 29.73 -> 27.60 | Hurt |
| Do not guide generation with attractive style (ablation) | DAHG · Kuaibao test | ROUGE-1: 29.73 -> 27.82 | Hurt |
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