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Author

Haedar Ahmed Mukhef

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Open access Jun 2026

Memory-Efficient Probabilistic Neuro-Symbolic Integration for Explainable Natural Language Inference Using Transformer-Based Foundation Models

A memory-optimized probabilistic neuro-symbolic hybrid architecture that unifies transformer-based neural networks with logic-based symbolic reasoning systems within memory-constrained systems indicates that neuro-symbolic systems within memory-constrained systems can achieve both explanation needs and foundation model...

Zahraa Sameer Ibrahim, Haedar Ahmed Mukhef, Hayder Hasan Ali · 0 citations

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