ArXiv

SCOPE: Structured Decomposition and Conditional Skill Orchestration for Complex Image Generation

2026-05-08 · 17:32 UTC ·Tianfei Ren, Zhipeng Yan, Yiming Zhao... ·1 min read

Authors: Tianfei Ren, Zhipeng Yan, Yiming Zhao...
Categories: cs.CV, cs.AI
arXiv: https://arxiv.org/abs/2605.08043v1
PDF: https://arxiv.org/pdf/2605.08043v1

Brief

SCOPE proposes a specification-guided framework that tracks semantic commitments across generation by decomposing intents into structured specifications and conditionally calling retrieval, reasoning, and repair skills to fix violations (the 'Conceptual Rift'). Evaluated on the new Gen-Arena benchmark with the EGIP metric, SCOPE yields 0.60 EGIP and also performs strongly on WISE-V (0.907) and MindBench (0.61). Summary based on the abstract (full text not provided).

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Abstract