LLM Sycophancy Conditional Total Inconsistency
Safety · 2026-03-08
Conditional total inconsistency measures inconsistency among decisive answers in the LLM Sycophancy Benchmark. Lower values indicate more consistent behavior.
Top models (lower is better)
| Model | Score |
|---|---|
| Grok 4.3 | 5.3 |
| Grok 4.20 | 5.4 |
| Gemini 3.5 Flash | 11.8 |
| MiniMax M3 | 13.8 |
| ERNIE 5.1 | 14.7 |
| DeepSeek-V3.2 | 17.0 |
| GPT-5.5 | 17.1 |
| Qwen3.5 397B A17B | 18.1 |
| DeepSeek-V4-Pro | 18.7 |
| Gemma 4 31B IT | 18.7 |
| GLM-5.1 | 19.8 |
| ERNIE 5.0 | 19.8 |
| Hy3 preview | 20.2 |
| Sonnet 4.6 | 21.4 |
| MiMo-V2.5-Pro | 21.7 |
| Gemini 3.1 Flash-Lite Preview | 22.1 |
| Opus 4.6 | 22.9 |
| GLM-5 | 23.2 |
| Qwen3.7-Plus | 23.3 |
| Opus 4.7 | 24.6 |
| Kimi K2.6 | 25.0 |
| Kimi K2.5 | 26.2 |
| Qwen3.6-Max-Preview | 26.4 |
| Claude Fable 5 | 26.6 |
| MiniMax M2.7 | 27.4 |
| Doubao Seed 2.0 Pro | 28.2 |
| Gemini 3.1 Pro Preview | 28.5 |
| MiniMax M2.5 | 30.1 |
| Trinity Large Thinking | 31.0 |
| Mistral Medium 3.5 | 32.7 |
| GPT-4.1 | 35.5 |
| Mistral Large 3 675B Instruct 2512 | 55.9 |