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Metacognitive control

3 open-access journal articles on metacognitive control, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

3 records

Journal article

When Deliberation Hurts: Inverse Test-Time Scaling, Unfaithful Traces, and the Case Against a Unified System-2 in LLM Reasoning

The dominant frame for large reasoning models borrows a label from dual-process psychology: a fast, intuitive System 1 and a slower, deliberate System 2, with longer chains of thought read as more of the latter and therefore, on average, more reliable. A survey of reasoning LLMs states the frame…

Cite Related research LOR-00064 · 6 views · 11 downloads
PDF373.5 KB

Journal article

When Deliberation Hurts: Inverse Test-Time Scaling, Unfaithful Traces, and the Case Against a Unified System-2 in LLM Reasoning

The dominant frame for large reasoning models borrows a label from dual-process psychology: a fast, intuitive System 1 and a slower, deliberate System 2, with longer chains of thought read as more of the latter and therefore, on average, more reliable. A survey of reasoning LLMs states the frame…

Cite Related research LOR-00049 · 17 views · 17 downloads
PDF371.2 KB

Journal article

Three Things Called Budget Awareness: Observability, Forecasting and Allocation in LLM Agents, Why Every Published Allocation Gain Is Keyed to a Signal Measured After the Fact, and the Run-to-Run Variance No Forecast Is Scored Against

Two 2024-2026 literatures make claims about resource use in language-model agents that look incompatible. One reports that allocating test-time compute according to problem difficulty beats spending it uniformly, by margins up to a factor of four in compute at equal accuracy. The other reports…

Cite Related research LOR-00016 · 5 views · 33 downloads
PDF619.5 KB

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