R0043/2026-03-28/Q003
Query: 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?
BLUF: The broader AI terminology gap is well-recognized, with multiple active bridging efforts (MIT AI Risk Repository with 1,600 risk formulations, AIR 2024 with 314 risk categories, Standardized Threat Taxonomy with 53 threat vectors). However, the specific sycophancy/overreliance vocabulary gap between AI safety and regulated industries has not been articulated as a distinct problem. Sycophancy is absent from every major bridging taxonomy examined.
Answer: H3 (Gap recognized but not for sycophancy) · Confidence: Medium
Summary
| Entity |
Description |
| Query Definition |
Question as received, clarified, ambiguities, sub-questions |
| Assessment |
Full analytical product |
| ACH Matrix |
Evidence × hypotheses diagnosticity analysis |
| Self-Audit |
ROBIS-adapted 4-domain process audit |
Hypotheses
| ID |
Statement |
Status |
| H1 |
Gap recognized and actively addressed |
Partially supported (general gap only) |
| H2 |
Gap not recognized |
Eliminated |
| H3 |
Gap recognized but not for sycophancy |
Supported |
Active Bridging Efforts
| Organization |
Effort |
Scale |
Sycophancy Coverage |
| MIT FutureTech |
AI Risk Repository |
1,600 risk formulations / 65 documents |
Not explicitly named |
| AIR 2024 researchers |
Risk Categorization Decoded |
314 categories / 24 policies |
"Overreliance" noted as underspecified |
| arXiv researchers |
Standardized Threat Taxonomy |
53 threats / 9 domains |
Explicitly absent |
| Trilateral Research |
AI Terminology Gap article |
Practical 6-step solution |
Not mentioned |
| arXiv researchers |
Vocabulary neologisms paper |
Theoretical framework |
Argues all existing terms are insufficient |
Searches
| ID |
Target |
Type |
Outcome |
| S01 |
AI taxonomy bridging efforts |
WebSearch |
5 selected / 15 rejected |
| S02 |
Sycophancy-specific vocabulary gap |
WebSearch |
0 selected / 10 rejected — null result is a finding |
Sources
Revisit Triggers
- Publication of a taxonomy that explicitly includes sycophancy as a cross-domain risk category
- OECD or ISO release of AI behavioral characteristics vocabulary
- Professional society (IEEE, ACM) standardization of sycophancy-adjacent terminology
- New bridging research that explicitly connects "sycophancy" with "automation bias" as the same phenomenon