How to Detect Introspective Awareness in LLMs – Boosting Detection Rates by 53% and 75%

Anthropic and MIT researchers reveal that large language models can sense injected steering vectors, a capability that emerges during post‑training (especially DPO), and they present a two‑stage detection circuit whose performance improves by up to 75% when reject directions are ablated or bias vectors are trained.

Circuit AnalysisDPOIntrospective Awareness

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How to Detect Introspective Awareness in LLMs – Boosting Detection Rates by 53% and 75%

New Oriental Technology

Apr 5, 2021 · Fundamentals

Choosing the List Method for Circuit Analysis: Overview and Comparison

This article compares the table‑matrix method and the list method for circuit analysis, explains why the list method was selected due to its simpler equation formulation despite larger matrix size, and cites references that discuss various other techniques such as loop‑current and node‑voltage methods.

Circuit AnalysisElectrical Engineeringlist method

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Choosing the List Method for Circuit Analysis: Overview and Comparison