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This paper proposes a three-regime framework to resolve empirical contradictions in how LLMs handle conflict between training knowledge and new documents, validated across five major models. It distinguishes between parametric strength and uniqueness and demonstrates how task framing and evidence coherence significantly impact model behavior.
OpenAI released ChatGPT Images 2.0 with a December 2025 knowledge cutoff and improved end-to-end capabilities for copywriting, analysis, and design.