My research investigates the use of cutting-edge hybrid deep learning models to accurately differentiate between AI-generated text and human writing. I applied a robust methodology, utilising a carefully selected dataset comprising AI and human texts from various sources, each tagged with instructions. Advanced natural language processing techniques facilitated the analysis of textual features. Combining sophisticated neural networks, the custom model enabled it to detect nuanced differences between AI and human content.

翻译：我的研究探讨了利用前沿混合深度学习模型准确区分AI生成文本与人类写作的效能。我采用了稳健的方法论，使用了精心挑选的、包含来自不同来源的AI与人类文本数据集，每个样本均标注了指令。先进的自然语言处理技术促进了文本特征的分析。通过结合复杂的神经网络，定制的模型能够检测AI与人类内容之间的细微差异。