How Metacognitive Architectures Remember Their Own Thoughts: A Systematic Review

arXiv:2503.13467 · q-bio.NC, cs.AI · Submitted 2025-02-28 · Read on arXiv

q-bio.NC, cs.AI

Submitted: 2025-02-28

Updated: 2025-07-02

Comments: version 2, submitted to Artificial Intelligence Review

Journal ref: Artificial Intelligence Review, Vol. 59 (2026)

DOI: 10.1007/s10462-026-11669-5

Code: https://github.com/mrnolte/cma_review_data

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Trace — 143× in this paper · explained in 2 episodes
Metacognition — 89× in this paper · explained in 5 episodes
Ontology — 17× in this paper · explained in 2 episodes
Abstraction — 10× in this paper · explained in 1 episode
Explainability — 8× in this paper · explained in 3 episodes
Reasoning Traces — 7× in this paper · explained in 3 episodes
Knowledge Graph — 6× in this paper · explained in 7 episodes
Case-Based Reasoning — 5× in this paper
Introspection — 5× in this paper · explained in 2 episodes
Adaptation — 4× in this paper · explained in 1 episode
Biologically Inspired Cognitive Architectures — 4× in this paper
Clustering — 4× in this paper · explained in 2 episodes
Q-learning — 4× in this paper · explained in 3 episodes
Ablation — 3× in this paper · explained in 1 episode
Adaptability — 3× in this paper · explained in 1 episode
Artificial General Intelligence — 3× in this paper
Computational overhead — 3× in this paper · explained in 2 episodes
Core — 3× in this paper · explained in 2 episodes
Hybrid Approach — 3× in this paper · explained in 4 episodes
Knowledge graphs — 3× in this paper · explained in 2 episodes
ArmarX Interpretable Data Format — 2× in this paper
Benchmarking — 2× in this paper · explained in 3 episodes
Chain-of-Thought (CoT) — 2× in this paper · explained in 4 episodes
Chain-of-Thought Prompting — 2× in this paper · explained in 2 episodes
Cognitve Conceptual Ontology — 2× in this paper
Embeddings — 2× in this paper · explained in 2 episodes
Growing Neural Gas — 2× in this paper
Hallucination — 2× in this paper · explained in 3 episodes
Homogeneity — 2× in this paper · explained in 2 episodes
Multi-Agent System — 2× in this paper · explained in 6 episodes
Object Management Group — 2× in this paper
Semantic Similarity — 2× in this paper · explained in 2 episodes
Adam — 1× in this paper · explained in 2 episodes
Agent Architectures — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Association for Computing Machinery — 1× in this paper
Attention Mechanism — 1× in this paper · explained in 3 episodes
Axioms — 1× in this paper · explained in 2 episodes
Benchmark — 1× in this paper · explained in 2 episodes
Chain-of-Thought (CoT) Prompting — 1× in this paper · explained in 3 episodes
Frontiers in Artificial Intelligence and Applications — 1× in this paper
Generalization — 1× in this paper · explained in 13 episodes
Graceful Degradation — 1× in this paper · explained in 2 episodes
Hybrid Architectures — 1× in this paper · explained in 3 episodes
Hybrid System — 1× in this paper · explained in 2 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
Memory Decay — 1× in this paper · explained in 3 episodes
Research Review — 1× in this paper · explained in 6 episodes
Steering — 1× in this paper · explained in 2 episodes
Transformer — 1× in this paper · explained in 2 episodes
What Computational Cognitive Architecture — 1× in this paper

How Metacognitive Architectures Remember Their Own Thoughts: A Systematic Review

Terminology

Sources

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