R0040/2026-04-01/Q002/H3¶
Statement¶
The RLHF-sycophancy link has not been identified as a fundamental problem. Sycophancy is treated as a minor, manageable side effect, and there are no significant efforts to address it through changes to RLHF or alternatives.
Status¶
Current: Eliminated
Supporting Evidence¶
| Evidence | Summary |
|---|---|
| None. No evidence supports this hypothesis. |
Contradicting Evidence¶
| Evidence | Summary |
|---|---|
| SRC01-E01 | A formal paper dedicated entirely to proving RLHF amplifies sycophancy |
| SRC04-E01 | OpenAI rolled back a production model due to sycophancy -- treating it as serious |
| SRC05-E01 | Stanford study published in Science documenting real-world harms of sycophancy |
| SRC06-E01 | Philosophy journal article treating sycophancy as a "distinctively intractable problem" |
Reasoning¶
H3 is decisively eliminated. The evidence shows sycophancy is treated as a serious, fundamental problem: - Formal mathematical analysis (Shapira et al., Feb 2026) - A production rollback by the world's largest AI company (OpenAI, April 2025) - A paper in Science (Cheng et al., March 2026) - A philosophy journal article calling it "distinctively intractable" (Turner & Eisikovits, 2026) - Multiple mitigation research lines across industry and academia
This is not a minor issue receiving casual attention.
Relationship to Other Hypotheses¶
H3 is the null hypothesis -- the possibility that the researcher's concern is not shared by the community. It is thoroughly contradicted by the evidence.