Table 7 Comparative analysis results.
Metrics | NMT-LFE | SLSE-DNN | MNMT | FPTA | Findings |
|---|---|---|---|---|---|
Sentences | |||||
Word Adaptability | 0.601 | 0.694 | 0.768 | 0.8788 | 9.56% High |
Understandability (%) | 75.26 | 80.59 | 87.67 | 92.741 | 11.57% High |
Verification Time (s) | 6.24 | 4.47 | 2.53 | 1.594 | 10.66% Less |
Errors (Placement) | 0.251 | 0.156 | 0.198 | 0.0768 | 12.49% Less |
Word Usage (/Sentence) | 13 | 14 | 16 | 18 | 10.19% High |
Word Placement/ Sentence | |||||
Word Adaptability | 0.626 | 0.725 | 0.809 | 0.8864 | 8.32% High |
Understandability (%) | 73.1 | 78.93 | 86.09 | 93.563 | 14.2% High |
Verification Time (s) | 6.36 | 4.21 | 2.93 | 1.555 | 10.91% Less |
Errors (Placement) | 0.253 | 0.204 | 0.166 | 0.086 | 12.17% Less |
Word Usage (/Sentence) | 12 | 14 | 16 | 17 | 8.82% High |
