Unverified50% confidenceFactExact time
The study proposes a training-free six-class wafer map defect classification framework that leverages a frozen large multimodal model and achieves zero-shot classification through connected-component highlighting and rule-ordering prompts.
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10/27/2026
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UnverifiedThe four mainstream prompt engineering techniques are zero-shot, one-shot/few-shot, and chain-of-thought; zero-shot is the fastest, one-shot preserves format, and chain-of-thought excels at complex reasoning.68% similarUnverifiedLarge models can handle unstructured error messages because they have seen a large number of code repositories, forum discussions, and system logs during training, and can infer the failure chain from scattered clues.68% similarUnverifiedIn simulation experiments over 270 grid points and under non-Gaussian seed distributions, the closed-form formula was validated within the relevant design range (from five runs per method).68% similarUnverified该实验的核心方法是冻结Prompt、Model config、Tool schema、Trace四个关键要素以实现可复现的回归检测68% similarUnverifiedThe study employs four complementary causal diagnostic methods, covering four decoder-only architecture models and eight distinct prompt families.68% similar
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