C009¶


Research	R0056 — RLHF Yes-Men Claims v2
Run	2026-04-01
Claim	C009

Claim: Sycophancy is the mildest manifestation of a broader class of reward hacking, according to Anthropic research.

BLUF: Largely accurate but imprecise wording. Anthropic's paper describes sycophancy as a 'simple' form of specification gaming, not 'mildest manifestation.'

Probability: Very likely (80-95%) | Confidence: High

Summary¶

Entity	Description
Claim Definition	Claim text, scope, status
Assessment	Full analytical product with reasoning chain
ACH Matrix	Evidence x hypotheses diagnosticity analysis
Self-Audit	ROBIS-adapted 5-domain audit

Hypotheses¶

ID	Hypothesis	Status
H1	Claim is accurate	Inconclusive
H2	Partially correct — 'simple' not 'mildest'	Supported
H3	Materially wrong	Eliminated

Searches¶

ID	Target	Results	Selected
S01	Evidence for claim	10	2

Sources¶

Source	Description	Reliability	Relevance
SRC01	Anthropic Sycophancy to Subterfuge	High	High

Revisit Triggers¶

New evidence or corrections to cited sources
Replication or refutation of key findings