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However, there remains a paucity of research exploring the potential of leveraging large language models like GPT-3 to enhance emotion recognition. In this investigation, we harness the power of the GPT-3 model to extract semantic information from transcribed texts, generating text modal features with a dimensionality of 1536. Subsequently, we perform feature fusion, combining the 1536-dimensional text features with 1188-dimensional acoustic features to yield comprehensive multi-modal recognition outcomes. Our findings reveal that the proposed method achieves a weighted accuracy of 79.62% across the four emotion categories in IEMOCAP, underscoring the considerable enhancement in emotion recognition accuracy facilitated by integrating large language models.</p> </div></div></li> </ul> </div> </section>  </div> <div class="right_box">   <section class="latest_issue"> <h4 id="skip_info">Latest Issue</h4> <ul id="skip_info"> <li class="a"><a href="https://global.ieice.org/en_transactions/fundamentals">IEICE Trans. Fundamentals</a></li> <li class="b"><a href="https://global.ieice.org/en_transactions/communications">IEICE Trans. Communications</a></li> <li class="c"><a href="https://global.ieice.org/en_transactions/electronics">IEICE Trans. Electronics</a></li> <li class="d"><a href="https://global.ieice.org/en_transactions/information">IEICE Trans. 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