Table 3 Results of the ROUGE scale for the two models applied to the Arabic dataset, AHS
From: Arabic text summarization using deep learning approach
Model | Inference penalty | ROUGE-1 average precision | ROUGE-1 average recall | ROUGE-1 average F-measure |
|---|---|---|---|---|
Baseline model | No penalty | 57.02 | 21.05 | 30.67 |
Coverage | 55.93 | 19.60 | 28.95 | |
Length | 55.58 | 21.05 | 30.46 | |
Length + coverage | 55.16 | 19.60 | 28.85 | |
Baseline model + copy mechanism | No penalty | 62.01 | 33.53 | 43.42 |
Coverage | 60.43 | 32.12 | 41.84 | |
Length | 62.13 | 34.46 | 44.23 | |
Length + coverage | 61.36 | 32.59 | 42.47 |