Application of Artificial Intelligence-based Content Generation Technology in News Publishing
21 mar 2025
INFORMAZIONI SU QUESTO ARTICOLO
Pubblicato online: 21 mar 2025
Ricevuto: 10 ott 2024
Accettato: 05 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0642
Parole chiave
© 2025 Hongqiao Li, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Comparison of Different Models on the CSTS Dataset
| Methods | Rouge-1 | Rouge-2 | Rouge-L |
|---|---|---|---|
| RNN | 19.55 | 8.7 | 17.34 |
| RNN-context | 30.18 | 14.06 | 27.36 |
| HG-News | 32.33 | 15.03 | 26.22 |
| ABS | 34.29 | 21.34 | 31.12 |
| LSTM+Point | 37.9 | 24.9 | 35.13 |
| NAML+HG | 36.31 | 21.85 | 34.89 |
| This method | 39.01 | 25.41 | 37.43 |
Comparison of different models on the LCSTS dataset
| Methods | Rouge-1 | Rouge-2 | Rouge-L |
|---|---|---|---|
| RNN | 6.1 | 2.77 | 5.67 |
| RNN-context | 10.8 | 7.3 | 10.72 |
| HG-News | 22.76 | 7.72 | 21.34 |
| ABS | 28.15 | 11.03 | 25.36 |
| LSTM+Point | 29.09 | 14.74 | 27.83 |
| NAML+HG | 31.18 | 12.23 | 27.53 |
| This method | 33.87 | 15.67 | 28.04 |
The title of the three indicators is generated
| News category | Precision | Recall | F1-score |
|---|---|---|---|
| Political time | 0.9666 | 0.6776 | 0.8605 |
| international | 0.9671 | 0.7011 | 0.8626 |
| society | 0.9682 | 0.7505 | 0.8659 |
| culture | 0.9702 | 0.7611 | 0.8724 |
| entertainment | 0.9711 | 0.7745 | 0.8756 |
| health | 0.9741 | 0.7856 | 0.8789 |