ScanNet 单图数据（vst_scannet_si_v1）p10 验证 · baseline 对比
同起点（lijia-line SFT ckpt）· 同口径（no-thinking，t0.0，circular）· 1000 步。蓝线 = 纯 baseline；橙线 = +10% 英文版数据；绿线 = +10% 中文版数据（同图同 GT，仅问答语言不同）。step100 属 warmup 段。
感知
立体几何（SolidGeo 943 题）
几何 geo-mc（老题库，你 6 月同款）
全部数值
| step | 感知NP | 立体几何SolidGeo | 几何geo-mc | ||||||
|---|---|---|---|---|---|---|---|---|---|
| baseline | +10%英文 | +10%中文 | baseline | +10%英文 | +10%中文 | baseline | +10%英文 | +10%中文 | |
| 100 | 21.84% | 22.57% | 22.47% | 25.24% | 23.86% | 24.28% | 26.05% | 27.95% | 26.76% |
| 200 | 23.30% | 22.78% | 24.03% | 28.74% | 30.12% | 29.90% | 26.71% | 27.00% | 26.33% |
| 300 | 21.53% | 24.66% | 24.35% | 27.57% | 29.80% | 29.69% | 27.67% | 28.48% | 27.33% |
| 400 | 25.50% | 24.03% | — | 29.59% | 31.18% | — | 28.76% | 29.29% | — |
| 500 | 23.41% | 25.60% | — | 31.07% | 31.50% | — | 28.90% | 29.00% | — |
| 600 | 22.47% | 21.84% | — | 29.37% | 28.42% | — | 28.81% | 27.57% | — |
| 700 | 22.88% | 21.84% | — | 30.54% | 30.12% | — | 29.33% | 28.48% | — |
| 800 | 24.87% | 23.72% | — | 31.07% | 31.60% | — | 29.52% | 29.43% | — |
| 900 | 23.20% | 24.97% | — | 30.33% | 31.60% | — | 29.43% | 29.86% | — |
| 1000 | 24.66% | 24.87% | — | 30.75% | 31.71% | — | 28.81% | 29.52% | — |