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Phrase-Based Presentation Slides Generation for Academic Papers

AAAI 2017 · Image generation › Text-to-image diffusion · approach: Text generation and structured prediction · 18 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use phrase-based selection and alignment instead of sentence extraction (PPSGen)slide generation · Table 1 metric-AROUGE-1: 0.14 -> 0.26Helped
use phrase-based selection instead of PPSGenslide generation · Table 1 metric-CROUGE-2: 0.043 -> 0.117Helped
Relation-First greedy algorithm instead of Saliency-First (ablation)phrase-based slides generation · Table 1 metric-AROUGE-1: 0.25 -> 0.26Helped
Relation-First instead of Saliency-First, ignoring L1/L2 distinction (ablation)phrase-based slides generation · Table 2ROUGE-2: 0.114 -> 0.117Helped
evaluate without differentiating L1 and L2 bulletsphrase-based approach vs baselines · Table 2ROUGE-1: 0.30 vs 0.17 (best baseline)Helped

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