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A comparison of the three prompt designs shows that the "Simple Descriptive Prompt" and the proposed "AI Judges" mechanism achieved accuracies of approximately 89.5% and 89.3%, respectively. The "Self-Consistency" method performed the lowest at 87.51%. This lower performance is attributed to the tendency of the Self-Consistency method to generate longer, more complex responses that exceed CLIPs 77-token input limit, leading to truncation and information loss . This validates that simpler and more efficient prompting strategies better suit the constraints of the CLIP model architecture |
IEEE/ICACT20260070 Slide.17
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