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Yogesh Kakde

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Conference Aug 2026

Beyond CLIP: A Critical Analysis of Representational Misalignment When LLMs Replace Text Encoders in Diffusion-based Image Generation

Recent text-to-image diffusion systems have begun replacing CLIP and T5 text encoders with decoder-only large language models (LLMs), motivated by their stronger language understanding. This substitution, however, does not straightforwardly improve image-text alignment: naively using an LLM as the prompt encoder can su...

Yogesh Kakde, Jitendra Jaiswal, B. Sahoo et al. · 0 citations

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