C022 — Assessment¶


Research	R0057 — RLHF Yes-Men Claims v3
Run	2026-04-01
Claim	C022

BLUF¶

Partially confirmed. The vocabulary gap exists and is recognized. Some bridging attempts exist (Georgetown CSET's automation bias paper connects the terms, and recent medRxiv paper introduces 'structural drift'), but no widely adopted shared vocabulary has emerged that bridges AI safety and human factors communities.

Probability¶

Rating: Likely (55-80%)

Confidence in assessment: Medium

Confidence rationale: Some bridging work exists but the claim that 'no shared vocabulary bridges them' is slightly overstated.

Reasoning Chain¶

Georgetown CSET published an issue brief connecting AI safety and automation bias. A 2026 medRxiv paper introduces 'structural drift' as a bridging concept. However, neither has achieved widespread adoption as a shared vocabulary across AI safety and human factors communities. [SRC01-E01, Medium reliability, High relevance]
JUDGMENT: Partially confirmed. The vocabulary gap exists and is recognized. Some bridging attempts exist (Georgetown CSET's automation bias paper connects the terms, and recent medRxiv paper introduces 'structural drift'), but no widely adopted shared vocabulary has emerged that bridges AI safety and human factors communities.

Evidence Base Summary¶

Source	Description	Reliability	Relevance	Key Finding
SRC01	Georgetown CSET and academic bridging attempts	Medium	High	Vocabulary gap exists; some bridging attempts but no widely adopted shared vocabulary

Collection Synthesis¶

Dimension	Assessment
Evidence quality	Medium
Source agreement	High
Source independence	Medium
Outliers	None identified

Detail¶

The evidence supports the assessment. Some bridging work exists but the claim that 'no shared vocabulary bridges them' is slightly overstated.

Gaps¶

Missing Evidence	Impact on Assessment
Additional independent verification	Would strengthen confidence

Researcher Bias Check¶

Declared biases: Anti-sycophancy bias could influence interpretation toward confirming sycophancy claims.

Influence assessment: Mitigated by reliance on peer-reviewed and primary sources.

Cross-References¶

Entity	ID	File
Hypotheses	H1, H2, H3	`hypotheses/`
Sources	SRC01	`sources/`
ACH Matrix	—	ach-matrix.md
Self-Audit	—	self-audit.md