VLMs violate their own stated introspective rules for attributing colors to objects in nearly 60% of cases on items with strong color priors, unlike humans who largely follow theirs, revealing miscalibrated self-knowledge.
A Creating GCA The GCA dataset consists of two types of stimuli: object images and geometric shapes
2 Pith papers cite this work. Polarity classification is still indexing.
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System 1 intuition in edge SLMs delivers 100% adversarial robustness and low latency for DAO consensus while System 2 reasoning causes 26.7% cognitive collapse and 17x slowdown.
citing papers explorer
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When to Call an Apple Red: Humans Follow Introspective Rules, VLMs Don't
VLMs violate their own stated introspective rules for attributing colors to objects in nearly 60% of cases on items with strong color priors, unlike humans who largely follow theirs, revealing miscalibrated self-knowledge.
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The Cognitive Penalty: Ablating System 1 and System 2 Reasoning in Edge-Native SLMs for Decentralized Consensus
System 1 intuition in edge SLMs delivers 100% adversarial robustness and low latency for DAO consensus while System 2 reasoning causes 26.7% cognitive collapse and 17x slowdown.