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image-semantic guided poetry detection
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image-semantic-guided-poetry-detection-09bf1bea·1 events·first seen 25d agoAliases: image-semantic guided poetry detection
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modern Chinese poetry AI detectionfigurative language detectionConnecting Speech to Words through ImagesSupervised Semantic DifferentialArtificial Analysis Text to Imagestance detectionSubject-driven Image Generationcontrastive semantic alignmentCausal Semantic Guidanceimage manipulation detectionSemantic Edit Regularizationimage segmentation
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Image-Semantic Guided Detection of AI-Generated Modern Chinese Poetry Using MLLMs
This paper proposes a multimodal detection method for identifying AI-generated modern Chinese poetry by incorporating images that reflect poetic content alongside text. The approach uses example-driven prompting to integrate meaning, imagery, and emotional cues from images as a complement to textual analysis. A Gemini-based detector using this method achieves 85.65% Macro-F1, outperforming both plain-text LLM baselines and the traditional RoBERTa detector. The work extends AI-generated content detection research into a domain—modern Chinese poetry—previously unaddressed by prior studies.