2024
DOI: 10.2478/amns-2024-3266
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A Study of Improvement Strategies for Semantic Analysis Techniques in Natural Language Processing

Pingping Wang,
Zeliang Ma

Abstract: Semantic analysis, a crucial aspect of natural language processing, encounters numerous practical challenges due to the limitations of its current technology. Therefore, this paper enhances the traditional semantic analysis technology by developing a frame recognition model that integrates syntactic and semantic roles, a text semantic feature extraction model, and an audio/video information extraction model with a multimodal inter-modal cross-attention mechanism. These models are then integrated to jointly con… Show more

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