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R0043/2026-03-28/Q003 — Query Definition
Research R0043 — Sycophancy Vocabulary
Run 2026-03-28
Query Q003

Query as Received

Has the vocabulary gap itself been identified as a problem in the AI safety or AI governance literature? Are there researchers or organizations working to create a shared taxonomy that bridges AI safety terminology with regulated-industry terminology?

Query as Clarified

  • Subject: Recognition of the AI safety / regulated-industry terminology gap and efforts to bridge it
  • Scope: Published literature, organizational initiatives, and standards efforts that explicitly identify the terminology mismatch between AI safety research and regulated-industry practice
  • Evidence basis: Academic papers, standards body publications, policy research, organizational initiatives
  • Temporal sensitivity: Focus on 2024-2026 as this is when generative AI terminology pressure has been greatest

Ambiguities Identified

  1. "Vocabulary gap itself": This is a meta-question — asking whether the problem identified in Q001 has been recognized by others. Risk of circular reasoning if only Q001-type findings are counted.
  2. "Shared taxonomy": Could mean a formal ontology, a glossary, a risk taxonomy, or informal bridging efforts. Research will track all forms.
  3. Scope of "bridge": Some taxonomies bridge AI technical terms with legal terms; others bridge AI safety with specific industries. Both are relevant.

Sub-Questions

  1. Has the terminology disconnect between AI safety and regulated industries been explicitly identified in published literature?
  2. Are there organizations working to create cross-domain AI risk taxonomies?
  3. Do existing bridging efforts address sycophancy specifically, or only the broader terminology landscape?

Hypotheses

ID Hypothesis Description
H1 The gap is recognized and actively addressed Multiple researchers and organizations have identified the vocabulary gap and are working to bridge it
H2 The gap has not been recognized No literature identifies this as a problem; Q001's finding is novel
H3 The gap is recognized but not specifically for sycophancy Broader AI terminology bridging efforts exist but do not specifically address sycophancy/overreliance vocabulary