Framework Capability Comparison on LLM Evaluation Frameworks Feature Set
173,000Max Context Scale (Tokens)Bluffing Coefficient
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bluffing CoefficientFocus=VLM sycophancy2026.04 | 173,000 | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | |
| MMHal-BenchFocus=Open-ended hallucination2026.04 | 96,000 | — | — | — | — | — | — | — | — | — | — | — | -4 | — | — | |
| MT-BenchFocus=LLM evaluation2026.04 | 80,000 | — | — | — | — | — | — | — | — | — | — | — | -4 | 1 | — | |
| POPEFocus=Object hallucination2026.04 | 3,000 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPScoreFocus=Image-text alignment2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | |
| G-EvalFocus=NLG quality2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | 1 | — |