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Potemkin understanding in large language models

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

fields

cs.CL 1 cs.LG 1

years

2026 1 2025 1

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UNVERDICTED 2

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A paradox of AI fluency

cs.CL · 2026-04-28 · unverdicted · novelty 6.0

Fluent AI users adopt an active, iterative collaboration mode that produces more visible failures but better recovery and success on hard tasks, whereas novices experience more invisible failures from passive use.

The Serial Scaling Hypothesis

cs.LG · 2025-07-16 · unverdicted · novelty 5.0

The serial scaling hypothesis formalizes inherently serial problems in complexity theory and demonstrates that diffusion models cannot solve them.

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  • A paradox of AI fluency cs.CL · 2026-04-28 · unverdicted · none · ref 26

    Fluent AI users adopt an active, iterative collaboration mode that produces more visible failures but better recovery and success on hard tasks, whereas novices experience more invisible failures from passive use.