C014 — Assessment¶


Research	R0055 — RLHF Yes-Men Claims
Run	2026-04-01
Claim	C014

BLUF¶

Cannot independently verify. This claim describes the author's own research methodology and findings. The claim is about the absence of sycophancy warnings in specific sources the author searched. Independent verification would require replicating the same 29-source search, which was not feasible in this research run. The claim is plausible given that sycophancy awareness is recent and corporate training typically lags research.

Probability¶

Rating: Likely (55-80%)

Confidence in assessment: Low

Confidence rationale: Based on evidence quality and source agreement for this specific claim.

Reasoning Chain¶

The claim describes the author's own search methodology. No independent verification was possible. The plausibility is supported by: (1) sycophancy as a term is primarily used in AI research, not corp... [SRC01-E01, Medium reliability, High relevance]
JUDGMENT: Cannot independently verify. This claim describes the author's own research methodology and findings. The claim is about the absence of sycophancy war

Evidence Base Summary¶

Source	Description	Reliability	Relevance	Key Finding
SRC01	Author's reported search	Medium	High	Author reports searching 29 sources and finding zero sycophancy warnings; cannot independently verify

Collection Synthesis¶

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

Detail¶

Cannot independently verify. This claim describes the author's own research methodology and findings. The claim is about the absence of sycophancy warnings in specific sources the author searched. Independent verification would require replicating the same 29-source search, which was not feasible in this research run. The claim is plausible given that sycophancy awareness is recent and corporate training typically lags research.

Gaps¶

Missing Evidence	Impact on Assessment
Independent replication	Would strengthen confidence

Researcher Bias Check¶

Declared biases: The researcher's anti-sycophancy stance could influence interpretation in the direction of confirming claims about sycophancy's severity.

Influence assessment: Monitored throughout analysis; no significant bias influence detected for this claim.

Cross-References¶

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