Multiclass Classification on TabArena Multiclass (6)
0.8109Average Balanced AccuracyTabPFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TabPFNk (number of shots)=5122026.01 | 0.8109 | — | |
| TabPFNk (number of shots)=2562026.01 | 0.7945 | — | |
| XGBoostk (number of shots)=5122026.01 | 0.7762 | — | |
| ConTextTabk (number of shots)=2562026.01 | 0.7697 | — | |
| ConTextTabk (number of shots)=5122026.01 | 0.7692 | — | |
| ConTextTabk (number of shots)=1282026.01 | 0.7686 | — | |
| TabPFNk (number of shots)=1282026.01 | 0.7567 | — | |
| XGBoostk (number of shots)=2562026.01 | 0.7516 | — | |
| Oraclek (number of shots)=2562026.01 | 0.7455 | — | |
| Oraclek (number of shots)=5122026.01 | 0.7403 | — | |
| ConTextTabk (number of shots)=642026.01 | 0.705 | — | |
| TabPFNk (number of shots)=642026.01 | 0.7023 | — | |
| XGBoostk (number of shots)=1282026.01 | 0.7019 | — | |
| Oraclek (number of shots)=1282026.01 | 0.6969 | — | |
| Oraclek (number of shots)=642026.01 | 0.6781 | — | |
| ConTextTabk (number of shots)=322026.01 | 0.6709 | — | |
| Oraclek (number of shots)=322026.01 | 0.669 | — | |
| XGBoostk (number of shots)=642026.01 | 0.6667 | — | |
| TabPFNk (number of shots)=322026.01 | 0.6521 | — | |
| Oraclek (number of shots)=162026.01 | 0.6366 | — | |
| XGBoostk (number of shots)=322026.01 | 0.6323 | — | |
| OracleRank range=k > 32, k (number of shots)=82026.01 | 0.615 | 3.6429 | |
| mTaRLk (number of shots)=5122026.01 | 0.5867 | — | |
| mTaRLk (number of shots)=2562026.01 | 0.5863 | — | |
| KNN-Emb.k (number of shots)=2562026.01 | 0.5623 | — | |
| ConTextTabk (number of shots)=162026.01 | 0.5562 | — | |
| KNN-Emb.k (number of shots)=5122026.01 | 0.5511 | — | |
| TabPFNk (number of shots)=162026.01 | 0.5508 | — | |
| mTaRLk (number of shots)=1282026.01 | 0.5354 | — | |
| KNNk (number of shots)=2562026.01 | 0.5313 | — | |
| XGBoostk (number of shots)=162026.01 | 0.5262 | — | |
| ConTextTabRank range=k > 32, k (number of shots)=82026.01 | 0.5242 | 2.9821 | |
| KNNk (number of shots)=1282026.01 | 0.5199 | — | |
| KNN-Emb.k (number of shots)=1282026.01 | 0.4972 | — | |
| mTaRLk (number of shots)=642026.01 | 0.4961 | — | |
| KNNk (number of shots)=5122026.01 | 0.493 | — | |
| mTaRLk (number of shots)=322026.01 | 0.4729 | — | |
| TabPFNRank range=k > 32, k (number of shots)=82026.01 | 0.4677 | 2.0893 | |
| KNN-Emb.k (number of shots)=642026.01 | 0.4574 | — | |
| OracleRank range=k <= 32, k (number of shots)=42026.01 | 0.4402 | 1.6964 | |
| KNN-Emb.k (number of shots)=322026.01 | 0.4363 | — | |
| KNNk (number of shots)=642026.01 | 0.4352 | — | |
| XGBoostRank range=k > 32, k (number of shots)=82026.01 | 0.4352 | 3.9643 | |
| mTaRLRank range=k > 32, k (number of shots)=82026.01 | 0.426 | 7.6429 | |
| mTaRLk (number of shots)=162026.01 | 0.4218 | — | |
| KNNk (number of shots)=322026.01 | 0.4031 | — | |
| KNN-Emb.k (number of shots)=162026.01 | 0.4029 | — | |
| TabPFNRank range=k <= 32, k (number of shots)=42026.01 | 0.3993 | 4.3929 | |
| KNNk (number of shots)=162026.01 | 0.3823 | — | |
| KNN-Emb.Rank range=k > 32, k (number of shots)=82026.01 | 0.3594 | 7.9286 | |
| ConTextTabRank range=k <= 32, k (number of shots)=42026.01 | 0.3561 | 3.9107 | |
| KNNRank range=k > 32, k (number of shots)=82026.01 | 0.3388 | 7.2143 | |
| mTaRLRank range=k <= 32, k (number of shots)=42026.01 | 0.3263 | 6.875 | |
| KNNRank range=k <= 32, k (number of shots)=42026.01 | 0.294 | 7.0714 | |
| KNN-Emb.Rank range=k <= 32, k (number of shots)=42026.01 | 0.2876 | 7.7857 | |
| XGBoostRank range=k <= 32, k (number of shots)=42026.01 | 0.219 | 6.3214 |