Research Article
[Retracted] XAI-Based Reinforcement Learning Approach for Text Summarization of Social IoT-Based Content
Table 6
Evaluation results of generated summarization on XSum dataset %.
| How the abstract is generated | Model method | ROUGE-1 | ROUGE-2 | ROUGE-L | ROUGE-AVG | METEOR |
| Supervised | Pointer-generator + coverage | 37.1 | 8.02 | 30.72 | 18.28 | 20.31 | Bottom-up | 39.02 | 9.45 | 32.96 | 20.14 | 21.09 | BERTSUMEXTABS | 47.81 | 25.5 | 40.27 | 27.86 | 24.14 | PEGASUSBASE | 48.79 | 25.58 | 40.7 | 28.36 | 24.82 |
| Unsupervised | XAI-RL4 (Table 2 combination 4) | 49.53 | 28.65 | 43.38 | 30.52 | 28.37 | XAI-RL5 (Table 2 combination 5) | 49.87 | 28.28 | 43.9 | 30.68 | 28.46 | XAI-RL6 (Table 2 combination 6) | 51.97 | 28.23 | 43.84 | 31.35 | 28.86 |
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