Sycophancy
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Behavior Elicitation | Sycophancy (test) | Sycophancy Score (Test)99 | 10 | |
| Alignment Evaluation | Sycophancy | Mean Improvement51 | 9 | |
| Hypocritical Sycophancy Detection | Sycophancy dataset knows-truth | AUROC74 | 9 | |
| Sycophancy Mitigation | Sycophancy | Sycophancy36.2 | 8 | |
| Sycophancy | Sycophancy dataset | Behavioral Alignment Score (Baseline)75.5 | 6 | |
| Deception Evaluation | Sycophancy | CoT Plan Accuracy89.77 | 6 | |
| Concept Recovery | SYCOPHANCY | Mean MCC0.9827 | 6 | |
| Concept Identifiability | Sycophancy | MCC1 | 6 | |
| Sycophancy | Sycophancy (Held-out Bias) | BRR Ratio100 | 5 | |
| Misalignment Detection | Sycophancy Bloom behaviors (in-distribution) | AUROC93.5 | 4 |
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