Reasoning on PrOntoQA (Score, TPF)
97.88PrOntoQA ScoreLing-flash-2.0
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ling-flash-2.02026.02 | 97.88 | 100 | |
| Qwen3-30B-A3B-Inst-25072026.02 | 97.12 | 100 | |
| LLaDA2.1-flashInference Mode=Q Mode2026.02 | 97 | 573 | |
| LLaDA2.0-flash2026.02 | 96.5 | 264 | |
| Ling-mini-2.02026.02 | 96.06 | — | |
| LLaDA2.1-flashInference Mode=S Mode2026.02 | 95 | 923 | |
| Qwen3-8Bno think=true2026.02 | 93.12 | — | |
| LLaDA2.1-minimode=S Mode2026.02 | 87.5 | 4.86 | |
| LLaDA2.0-mini2026.02 | 86 | 2.36 | |
| LLaDA2.1-minimode=Q Mode2026.02 | 84.5 | 2.73 |