Unverified50% confidenceFactExact time
Under the paired setting, when the same target is described in text-only form or guided with text+image, the model's predictions become inconsistent, indicating that its understanding of the target may depend on the prompt form rather than true multimodal semantics.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/14/2026
First Seen
Valid until: 1/12/2027
Sources
Related Entities
Related Claims
UnverifiedWhen a prompt is entered, the model predicts the most likely next token based on context, rather than truly understanding the semantics.75% similarUnverifiedBenchmark results may be affected by prompt wording, model version, inference settings, and label parsing rules, and aggregate scores may obscure differences across categories.74% similarUnverified分词特征差异发生在推理链路底层，难以通过提示工程掩盖，可作为模型识别手段74% similarUnverifiedTraditional image generation or prediction models (such as diffusion models and discriminative classifiers) typically perform single-pass forward inference and have no built-in self-correction mechanism.72% similarVerifiedThe prompts submitted to the models did not include question-type hints, requiring the models to determine the question type on their own.72% similar
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