[R] AI-Generated Images Introduce Invisible Relevance Bias to Text-Image Retrieval

AI-Generated Images Introduce Invisible Relevance Bias to Text-Image Retrieval \[arxiv\] [https://arxiv.org/pdf/2311.14084.pdf](https://arxiv.org/pdf/2311.14084.pdf)

Hey Reddit Community,

We extend the research on source bias to multimodality and we are thrilled to share interesting findings from our latest research on AIGC and text-image retrieval models. Here's a quick rundown:

**(1) Unveiling the Invisible Relevance Bias:** Our study discovered that text-image retrieval models tend to assign higher rankings to AI-generated images, even though they do not show any more visually relevant information to the query …

aigc ai-generated images bias community generated hey image images machinelearning multimodality rankings reddit research retrieval study text text-image text-image retrieval