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The study aims to enhance cognitive memory encoding using a hybrid approach that integrates semiotic density scoring.

May 1, 20260 citationsOpen Access

SDE-AAAK: Semiotic Density Scoring and Structured Encoding for Cognitive Agent Memory

Key Points

The study aims to enhance cognitive memory encoding using a hybrid approach that integrates semiotic density scoring.
Introduced SDE-AAAK, combining functional seed reconstruction with metadata tags.
Operationalized five SDE operations within a cognitive memory system.
Developed an SD-Retrieval benchmark to assess the impact of scoring on recall quality.
Demonstrated that DS-d scoring improves recall quality in cognitive memory systems.
Showed that query constructions influence retrieval strategies comparably to linguistic constructions.

Abstract

We propose SDE-AAAK, a hybrid encoding that combines functional seed reconstruction with structured metadata tags enhanced by distributional semiotic density (DS-d) scoring. Building on the Semiotic Density Principle (Paper 9), we operationalize the five SDE operations (Densify, Rarefy, Rotate, Subtract, Blend) in the context of cognitive memory encoding. The Densify operation is integrated into the seed generation pipeline of IMI, a cognitive memory system. We introduce the SD-Retrieval benchmark measuring the impact of DS-d scoring on recall quality. The paper connects Construction Grammar coercion (Goldberg 1995) to adaptive retrieval weighting, demonstrating that query constructions coerce retrieval strategy in the same way that linguistic constructions coerce argument interpretation.

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