Author

Sanjay Mishra

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Preprint Jul 2026

DRL: A Deterministic Relational Middleware Layer for Transaction-Safe Enterprise NL2SQL Under Schema-Graph Scaling

A single regex defect in the evaluation post-processor silently suppressed accuracy and manufactured a false 4-10% cross-vendor gap that vanished when corrected, showing that benchmark code deserves the same scrutiny as the models it scores.

Sanjay Mishra, Divya Chukkapalli, Ganesh R. Naik · 0 citations

Open access Jul 2026

Cost-Aware Query Routing in RAG: Empirical Analysis of Retrieval Depth Tradeoffs

Cost-Aware RAG (CA-RAG), a routing framework that solves each query individually by treating each query individually, demonstrates that a small but well-designed set of retrieval strategies combined with lightweight per-query routing can meaningfully reduce the cost and latency of LLM deployments without compromising answer quality.

Sanjay Mishra, Ganesh R. Naik · Applied Informatics · 0 citations