BWhat changed
Combined progressively harder text-rendering training with multitask reconstruction/editing and separate semantic/reconstructive image encodings to align a vision-language encoder with a diffusion transformer.
Scientific scope
Combined progressively harder text-rendering training with multitask reconstruction/editing and separate semantic/reconstructive image encodings to align a vision-language encoder with a diffusion transformer. Qwen2.5VL, VAE and MMDiT are inherited. Acquired delta is training/dual-encoding integration and released image resource, not those components' invention. Complex-character benchmarks do not guarantee exact typography or edit preservation on every image.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Qwen2.5VL, VAE and MMDiT are inherited. Acquired delta is training/dual-encoding integration and released image resource, not those components' invention. Complex-character benchmarks do not guarantee exact typography or edit preservation on every image.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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