Research on the Integration of Embodied Intelligence and Reinforcement Learning in Textual Domains

Authors

  • Haonan Wang
  • Junfeng Sun
  • Mingjia Zhao
  • Wei Liu

DOI:

https://doi.org/10.54097/phnc5w05

Keywords:

Embodied Intelligence, Reinforcement Learning, Text Processing, Integrated Model, Intelligent Decision-Making.

Abstract

This article addresses embodied intelligence and reinforcement learning integration in the field of text processing, aiming to enhance text handling with more intelligence on the basis of embodied intelligence's perception and action superiority and reinforcement learning's decision optimization capability. Through detailed theoretical explanation and experimental exploration, a novel integration model is introduced. This model has been demonstrated to be very effective in a wide range of text processing tasks, validating its applicative potential.

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References

[1] Wang Wei, Liu Yang, Chen Ming. Application of Embodied Intelligence and Reinforcement Learning in Text Generation [J]. Tsinghua Science and Technology, 2022, 62(3): 345-352.

[2] Li Na, Zhao Peng, Sun Hao. Text Understanding and Reinforcement Learning Model Based on Embodied Intelligence [J]. Journal of Shanghai Jiaotong University, 2021, 55(4): 578-585.

[3] Chen Jie, Wu Zhiqiang, Zhou Tao. Integration Method of Embodied Intelligence and Reinforcement Learning in Text Sentiment Analysis [J]. Journal of Zhejiang University (Engineering Edition), 2020, 54(2): 298-306.

[4] Liu Qiang, Wang Lei, Zhang Li. Application of Embodied Intelligence and Reinforcement Learning in Text Classification [J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 2019, 47(6): 89-95.

[5] Zhao Yu, Li Ming, Wang Fang. Collaborative Mechanism of Embodied Intelligence and Reinforcement Learning in Textual Domains [J]. Journal of Nanjing University (Natural Sciences), 2023, 59(1): 112-120.

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Published

27-02-2025

Issue

Section

Articles