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Text-to-Image Generative Modeling Without Language Pretraining

Researchers introduced Halcyon, a family of early-fusion multimodal autoregressive text-to-image models pretrained entirely from scratch without internet-scale language pretraining, challenging the assumption that language pretraining is necessary for strong text-conditioned image generation. The work directly asks whether language pretraining is required for strong T2I generation and reports results from models trained without it.

read1 min views1 publishedOct 20, 2026

Modern text-to-image (T2I) systems use internet-scale language pretraining for text-conditioned image generation. We ask whether language pretraining is necessary for strong T2I generation. We introduce Halcyon, a family of early-fusion multimodal autoregressive models pretrained entirely from scrat

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