Classification on CUMIDA-42 Random-100 feature arm
86.8Mean Balanced AccuracyTabICL v2
Evaluation results
| Method | Links | |
|---|---|---|
| TabICL v2Params=27.05 M, Protocol=Zero-Shot2026.06 | 86.8 | |
| TabPFN v2.6Params=10.73 M, Protocol=Zero-Shot2026.06 | 85.2 | |
| TabICL v2Params=27.05 M, Protocol=LoRA FT2026.06 | 84.1 | |
| TabPFN v2.6Params=10.73 M, Protocol=LoRA FT2026.06 | 83.3 | |
| TabICL v2Params=27.05 M, Protocol=KnowsTFM2026.06 | 83.2 | |
| TabICL v2Params=27.05 M, Protocol=Vanilla FT2026.06 | 83.1 | |
| TabPFN v2.6Params=10.73 M, Protocol=Vanilla FT2026.06 | 82.7 | |
| TabPFN v2.6Params=10.73 M, Protocol=KnowsTFM2026.06 | 82 | |
| NanoTabICL small-prior, baseParams=3.30 M, Protocol=LoRA FT2026.06 | 73.6 | |
| NanoTabICL small-prior, baseParams=3.30 M, Protocol=KnowsTFM2026.06 | 71.7 | |
| NanoTabICL small-prior, baseParams=3.30 M, Protocol=Vanilla FT2026.06 | 71.2 | |
| NanoTabICL big-prior, baseParams=3.30 M, Protocol=LoRA FT2026.06 | 70.9 | |
| NanoTabICL big-prior, baseParams=3.30 M, Protocol=KnowsTFM2026.06 | 70.6 | |
| NanoTabICL big-prior, smallParams=0.85 M, Protocol=KnowsTFM2026.06 | 68.7 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Protocol=KnowsTFM2026.06 | 68.1 | |
| NanoTabICL small-prior, smallParams=0.85 M, Protocol=LoRA FT2026.06 | 68 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Protocol=KnowsTFM2026.06 | 68 | |
| NanoTabICL big-prior, baseParams=3.30 M, Protocol=Vanilla FT2026.06 | 67.9 | |
| NanoTabICL big-prior, smallParams=0.85 M, Protocol=LoRA FT2026.06 | 67.7 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Protocol=KnowsTFM2026.06 | 66.9 | |
| NanoTabICL small-prior, smallParams=0.85 M, Protocol=KnowsTFM2026.06 | 66.7 | |
| NanoTabICL small-prior, smallParams=0.85 M, Protocol=Vanilla FT2026.06 | 66.5 | |
| NanoTabICL big-prior, smallParams=0.85 M, Protocol=Vanilla FT2026.06 | 66.3 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Protocol=KnowsTFM2026.06 | 66.3 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Protocol=Vanilla FT2026.06 | 64 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Protocol=LoRA FT2026.06 | 63.6 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Protocol=LoRA FT2026.06 | 63.6 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Protocol=LoRA FT2026.06 | 63.5 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Protocol=LoRA FT2026.06 | 63.4 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Protocol=Vanilla FT2026.06 | 63.1 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Protocol=Vanilla FT2026.06 | 63 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Protocol=Vanilla FT2026.06 | 61.8 | |
| NanoTabICL small-prior, baseParams=3.30 M, Protocol=Zero-Shot2026.06 | 59.3 | |
| NanoTabICL big-prior, baseParams=3.30 M, Protocol=Zero-Shot2026.06 | 52.1 | |
| NanoTabICL big-prior, smallParams=0.85 M, Protocol=Zero-Shot2026.06 | 50 | |
| NanoTabICL small-prior, smallParams=0.85 M, Protocol=Zero-Shot2026.06 | 45 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Protocol=Zero-Shot2026.06 | 44.8 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Protocol=Zero-Shot2026.06 | 44.2 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Protocol=Zero-Shot2026.06 | 43.5 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Protocol=Zero-Shot2026.06 | 43.4 |