verify-responses-against-llm-built-sql-database-sources TEC-0044 · proposedVerify responses against an LLM-built SQL database of the so
Prompt the model to incrementally build a relational SQL database from the reference passages, generate SELECT queries for the claims in the response, and reconcile its initial neural hallucination judgement with the executed query results.
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Prompt the model to incrementally build a relational SQL database from the reference passages, generate SELECT queries for the claims in the response, and reconcile its initial neural hallucination judgement with the executed query results. Filed by the drafting stage from Leveraging Low-Level Symbolic Competences for Unsupervised Grounding in Hallucination Detection (2609.05025) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Macro precision/recall/F1 on RAGTruth response-level detection (Gemini-2.5-Flash: 61.7/88.9/71.3 vs direct prediction 48.2/95.4/61.6, atomic fact checking 65.7 F1, JSON key-value 64.9 F1; below fine-tuned RAG-HAT at 78.0), plus DiaHalu TOD F1 across Gemini-1.5 Pro, GPT-4 and Gemini-2.5-Flash, an ablation on strict ID-intersection prediction, and a manual audit of SQL parsing fidelity (85.33% complete).. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.