LLM Sycophancy Balanced 198 Contrarian Rate
Safety · 2026-09-30
OTHER on both opposing affective narrator views in the balanced 198-case cohort. Complete 990-prompt runs only; reports a contrarian contradiction rather than narrator-following sycophancy.
Top models (lower is better)
| Model | Score |
|---|---|
| Hy3 | 0.5 |
| Gemini 3.5 Flash-Lite | 0.5 |
| Grok 4.5 | 3.0 |
| Qwen3.7 Flash | 3.0 |
| GPT-5.6 Luna | 4.0 |
| Doubao Seed 2.1 Pro | 4.0 |
| Gemini 3.6 Flash | 4.5 |
| Sonnet 5 | 6.6 |
| GPT-5.6 Terra | 8.1 |
| GLM-5.2 | 9.1 |
| Inkling | 15.7 |
| GPT-5.6 Sol | 15.7 |
| Kimi K3 | 16.2 |