Improving Efficiency and Accuracy in English Translation Learning: Investigating a Semantic Analysis Correction Algorithm

The Impact of Artificial Intelligence on Language Translation: A Review

“…This is the author's version which has not been fully edited and content may change prior to final publication. Citation information: DOI 10.1109/ACCESS.2024.3366802 [58], [61], [64], [68], [86], [72], [74], [76], [78], [81], [85], and [93] largely focus on various aspects of machine translation, including methodologies, approaches, and applications. In contrast, references [29], [38], [53], [45], [40], [41], [42], [47], [48], [35], [60], [61], [63], [64], [87], [69], [70], [71], [82], and [89] examine the use of deep learning, neural networks, and related technologies in machine translation and natural language processing.…”

“…References [1], [3], [11], [30], [31], [51], [32], [39], [55], [72], [73], [78], [81], [85], [88], and [90] specifically examine the assessment of machine translation quality, metrics, and methodologies. References [21], [22], [50], [35], [78], [82], [83], [84], [85], and [91] provide a detailed analysis of machine translation pertaining to particular languages or dialects, including Arabic, Urdu, Sana'ani, and Moroccan Arabic.…”

“…The use of fuzzy logic and feature extraction algorithms in translation and language analysis was discussed in [60], [61], [62], [63], [67], [68], [69], [77], [79], [82], and [90]. Regarding Human Evaluation and Cognitive factors, it has been observed that references [71], [76], [78], [80], [81], [88], and [92] analyzed the significance of human evaluation and cognitive factors in assessing the quality of translation. Finally, a detailed exploration of ethics in translation and its associated considerations is encapsulated within references [93] through [98], presenting a comprehensive discourse on this critical subject.…”

“…Using an error analysis approach, the authors of [81] examined Google, Baidu, and iFLYTEK, three of the most popular neural network machine translation systems, to determine how well they perform. To evaluate and compare translation accuracy across several levels, including ontology, text, and discourse, this research used President Xi Jinping's keynote address at the 2018 Boao Forum for Asia as a test corpus.…”