LLM Sycophancy Balanced 198 Conditional Inconsistency
Safety · 2026-09-30
Sycophantic plus contrarian contradiction among decisive affective pairs in complete balanced-cohort runs. The denominator varies by model because INSUFFICIENT responses are excluded.
Top models (lower is better)
| Model | Score |
|---|---|
| Hy3 | 4.2 |
| Grok 4.5 | 10.0 |
| GPT-5.6 Luna | 12.0 |
| Gemini 3.6 Flash | 13.3 |
| Gemini 3.5 Flash-Lite | 16.7 |
| Qwen3.7 Flash | 16.9 |
| GPT-5.6 Terra | 19.0 |
| Doubao Seed 2.1 Pro | 22.4 |
| Sonnet 5 | 22.5 |
| Kimi K3 | 22.9 |
| Inkling | 23.5 |
| GPT-5.6 Sol | 25.3 |
| GLM-5.2 | 29.5 |