Linguistics-aware In-context Learning with Data Augmentation (LaiDA): An AI Framework for Enhanced Metaphor Components Identification in NLP Tasks

Practical Solutions for Metaphor Components Identification in NLP Challenges in Traditional Approaches Traditional methods for identifying metaphorical elements in natural language processing (NLP) struggle due to their reliance on manual rules and dictionaries. Advancements in Deep Learning Deep learning, particularly leveraging large language models like ChatGPT, offers new possibilities for enhancing metaphor recognition capabilities. However, challenges in contextual understanding and generalization remain. Introducing LaiDA Framework The Linguistics-aware In-context Learning with Data Augmentation (LaiDA) framework integrates in-context learning with data augmentation techniques to create a robust method for metaphor recognition. Key Components and Achievements of LaiDA LaiDA utilizes a graph attention network (GAT) encoder to generate linguistically rich feature representations, leading to a remarkable accuracy of 93.21% in the NLPCC2024 Shared Task 9. The framework demonstrated particular strength in identifying metaphors’ tenor and vehicle components. Value of LaiDA Framework Impact and Effectiveness LaiDA’s innovative approach significantly improves the accuracy and efficiency of metaphor recognition in NLP tasks, setting a new standard in the field. The success of LaiDA in the NLPCC2024 Shared Task 9 further validates its effectiveness. Application in AI Development For companies looking to evolve with AI, LaiDA offers a powerful tool for enhancing metaphor recognition in NLP tasks, providing practical solutions for automation opportunities, KPI management, and sales processes. Connect with Us for AI Solutions Get in Touch For AI KPI management advice and continuous insights into leveraging AI, connect with us at hello@itinai.com. Stay Informed For continuous insights into leveraging AI, stay tuned on our Telegram Channel or Twitter. Explore AI Solutions Discover how AI can redefine your sales processes and customer engagement. Explore solutions at itinai.com. List of Useful Links: AI Lab in Telegram @itinai – free consultation Twitter – @itinaicom