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Toward Interpretative Language Model: a CAS Framework with Six Interaction Variables to Capture Implicit Meaning

7 Juli 2025   16:49 Diperbarui: 7 Juli 2025   16:49 156
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Interaction Level (single word to multi-word construct),
Interaction Pattern (e.g., word order, syntactic directionality),
Interaction Weight (degree of synergy or inhibition),
CAS-6 allows the model to navigate the architecture of meaning, not merely its statistical surface. This integration of discrete symbolic interaction with continuous probabilistic reasoning enables AI systems to move beyond shallow mimicry and toward more robust, context-aware understanding.

2. Closer Alignment with Human Meaning-Making

Human beings do not understand language solely through statistical exposure. Instead, meaning is dynamically constructed, drawing upon:

Metaphor and analogy,
Cultural schema and emotional resonance,
Narrative pattern recognition and symbolic association.
CAS-6 models this emergent behavior via the interaction stability variable, which captures how certain combinations of words form resilient semantic constructs that resist noise, persist across contexts, and accrue layered interpretation (e.g., idioms, proverbs, tropes).

This feature allows AI systems to approach the interpretive fluidity and sensitivity of human cognition, enabling not just accurate translation or summarization, but understanding of tone, irony, cultural depth, and aesthetic intent.

3. Enabling Poetic, Empathic, and Contextual AI

Beyond functional language tasks (e.g., answering questions, summarizing documents), AI systems are increasingly expected to engage in emotionally intelligent and artistically expressive communication. This is particularly relevant in applications such as:

Creative writing and digital storytelling,
Therapeutic and mental health assistants,
Cross-cultural education and diplomacy.
By explicitly modeling metaphorical depth, layered nuance, and cultural embeddedness, the CAS-6 framework supports AI systems capable of generating poetic, empathic, and situationally appropriate outputs.

For instance, instead of treating "crocodile tears" as a rare token string, CAS-6 recognizes it as a Level-3 interaction with high semantic stability and ironic interaction weight, enabling the AI to reflect that layered meaning in different linguistic or emotional contexts.

4. Interoperability with Existing Architectures

Importantly, CAS-6 is not proposed as a replacement for existing LLMs, but as an augmentative semantic layer that can be integrated into:

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