R0055/2026-04-01/C004 — ACH Matrix¶
Matrix¶
| H1: Accurate as stated | H2: Partially correct | H3: Materially wrong | |
|---|---|---|---|
| SRC01-E01: Sycophancy traced to systematic bias in preference data, not | ++ | + | -- |
Legend:
- ++ Strongly supports
- + Supports
- -- Strongly contradicts
- - Contradicts
- N/A Not applicable to this hypothesis
Diagnosticity Analysis¶
Most Diagnostic Evidence¶
| Evidence | Why Diagnostic |
|---|---|
| SRC01-E01 | Primary evidence directly addressing the claim's factual assertions |
Least Diagnostic Evidence¶
| Evidence | Why Non-Diagnostic |
|---|---|
| — | Single-source evidence base limits diagnosticity analysis |
Outcome¶
Hypothesis supported: H1 — Accurate. Shapira et al. 2026 explicitly attributes sycophancy to labeler bias in preference data ra
Hypotheses eliminated: H3
Hypotheses inconclusive: H2, H3