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#artificial intelligence Preprint Sep 2026

An Auditable Symbolic-RAG-Generative AI Architecture for Goal-Oriented Conversation Orchestration

A Symbolic-RAG-Generative architecture centered on the Goal-oriented Retrieval-Augmented Conversation Engine (GRACE) is proposed, which establishes compelling symbolic-state performance across standard, multi-goal, RAG-detour, validation, refusal, and robustness scenarios.

Ramon Gonzalez, A. Díaz · 0 citations
#artificial intelligence Review Sep 2026

A Hierarchical Consistency Framework for Auditing Retrieval-Augmented Generation Systems

Retrieval-augmented generation (RAG) is commonly evaluated by whether the final answer is correct. That test is insufficient: an answer can match its reference while the context that produced it contains a direct contradiction, leaving the contested evidence invisible to answer-only review and retrieval relevance score...

Ramon Gonzalez, A. Díaz · 0 citations

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