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Introspection

3 open-access journal articles on introspection, 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

Self-Model or Self-Simulation? A Machine Self-Awareness Index Averages Sub-Scores With No Common Referent and No Fixed Sign, Why Persistent Identity, Goal Stability and Memory Continuity Are Not Evidence of Self-Access, and the Validity Tests Any Composite Would Have to Pass

Some proposals to quantify machine self-awareness combine several sub-scores - persistent identity, goal stability, cross-session memory continuity, contradiction detection, uncertainty awareness, self-prediction and introspective access - into one index. This paper asks whether such an index…

Cite Related research LOR-00062 · 7 views · 7 downloads
PDF10.9 MB

Journal article

Predicting Your Own Failure Is Not Predicting Another Model's Advantage: What Router Results Establish About Agent Self-Knowledge, and the Incremental-Validity Test Nobody Has Run

A common reading of the LLM routing literature holds that delegation works without self-knowledge: a router allocates queries using external features of the task and observed outcome statistics over a model pool, and never consults the candidate model's opinion of its own competence. This paper…

Cite Related research LOR-00060 · 6 views · 17 downloads
PDF464 KB

Journal article

Predicting Your Own Failure Is Not Predicting Another Model's Advantage: What Router Results Establish About Agent Self-Knowledge, and the Incremental-Validity Test Nobody Has Run

A common reading of the LLM routing literature holds that delegation works without self-knowledge: a router allocates queries using external features of the task and observed outcome statistics over a model pool, and never consults the candidate model's opinion of its own competence. This paper…

Cite Related research LOR-00014 · 5 views · 5 downloads
PDF460.2 KB

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