add sap-rpt-1-oss

README.md

@@ -27,4 +27,11 @@ Reference:
 pip install -e ".[dev]"
 # Or 
 uv pip install -r pyproject.toml && uv pip install pdf2image
-```
+```
+
+# Current Steps to get results:
+1. Run https://github.com/autogluon/tabarena/blob/main/examples/plots/run_generate_website_artifacts.py
+2. Run https://github.com/autogluon/tabarena/blob/main/scripts/run_generate_zip_for_website.py
+   * ake sure to update the relevant metadata for the LB in the `format_leaderboard` function and code!
+3. Unzip the generated zip file into the `data` folder in this repo and run `data_pdfs_to_pngs.py`
+4. Test the LB locally, otherwise you are done :)

data/imputation_no/splits_all/tasks_all/datasets_all/pareto_front_improvability_vs_time_infer.png.zip

@@ -1,3 +1,3 @@
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data/imputation_no/splits_all/tasks_all/datasets_all/pareto_n_configs_imp.png.zip

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data/imputation_no/splits_all/tasks_all/datasets_all/tuning-impact-elo.png.zip

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data/imputation_no/splits_all/tasks_all/datasets_all/website_leaderboard.csv

@@ -1,51 +1,52 @@
-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1679.0,+64/-51,5.507,0.789,6.94,3.2,582.21,6.116,✔️,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1626.0,+89/-60,4.753,0.739,8.58,2.9,2040.22,8.92,✔️,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1580.0,+73/-54,5.726,0.68,10.27,3.97,2040.22,1.218,✔️,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1546.0,+72/-52,6.429,0.654,11.6,4.97,5.81,0.645,✔️,0.0,False,GPU
-4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1539.0,+55/-51,8.693,0.549,11.93,5.37,1735.72,2.559,✔️,0.0,False,CPU
-5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1536.0,+57/-48,8.739,0.556,12.03,6.93,2950.72,11.988,✔️,0.0,False,GPU
-6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1479.0,+65/-53,8.827,0.523,14.61,4.53,4907.64,286.652,✔️,0.0,False,GPU
-7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1466.0,+56/-43,10.223,0.428,15.26,8.29,3285.87,1.472,✔️,0.0,False,GPU
-8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1450.0,+36/-31,11.452,0.378,16.06,11.15,416.98,2.639,✔️,0.0,False,CPU
-9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1445.0,+46/-48,10.227,0.379,16.28,8.65,2950.72,0.663,✔️,0.0,False,GPU
-10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1432.0,+44/-43,10.958,0.36,16.98,10.14,1658.41,0.653,✔️,0.0,False,CPU
-11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1420.0,+60/-58,10.229,0.419,17.58,6.04,4907.64,39.96,✔️,0.0,False,GPU
-12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1419.0,+42/-44,11.142,0.345,17.6,9.69,1658.41,0.081,✔️,0.0,False,CPU
-13,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1409.0,+82/-54,11.442,0.385,18.12,7.61,4621.67,8.149,✔️,0.0,False,GPU
-14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1404.0,+56/-47,11.14,0.341,18.38,9.66,3285.87,0.173,✔️,0.0,False,GPU
-15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1400.0,+31/-30,12.143,0.28,18.63,13.38,416.98,0.334,✔️,0.0,False,CPU
-16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1389.0,+35/-36,12.22,0.296,19.21,12.62,693.49,1.69,✔️,0.0,False,CPU
-17,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1378.0,+41/-42,12.023,0.315,19.76,11.31,6.83,0.08,✔️,0.0,False,CPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1371.0,+45/-40,11.984,0.243,20.17,10.17,4621.67,0.475,✔️,0.0,False,GPU
-19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1366.0,+49/-41,12.584,0.267,20.45,11.91,846.88,2.552,✔️,0.0,False,GPU
-20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1363.0,+31/-33,12.54,0.241,20.59,14.97,693.49,0.308,✔️,0.0,False,CPU
-21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1339.0,+70/-60,12.933,0.336,21.91,7.2,47.62,43.739,✔️,0.0,False,GPU
-22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1313.0,+46/-38,13.883,0.198,23.35,14.43,846.88,0.13,✔️,0.0,False,GPU
-23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1305.0,+54/-47,13.655,0.236,23.79,14.16,10.49,0.132,✔️,0.0,False,GPU
-24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1299.0,+50/-50,13.439,0.164,24.11,16.52,2874.67,1.952,✔️,0.0,False,CPU
-25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1282.0,+43/-40,15.191,0.171,25.07,16.13,2929.85,0.422,✔️,0.0,False,CPU
-26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1257.0,+44/-44,15.566,0.123,26.41,15.77,14.87,0.308,✔️,0.0,False,GPU
-27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1243.0,+47/-43,15.868,0.121,27.22,17.59,2929.85,0.051,✔️,0.0,False,CPU
-28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1240.0,+36/-41,14.957,0.086,27.36,19.31,10.06,1.689,✔️,0.0,False,GPU
-29,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1219.0,+39/-38,15.422,0.091,28.49,20.6,1.94,0.123,✔️,0.0,False,CPU
-30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1219.0,+52/-61,16.343,0.134,28.51,17.29,593.24,4.467,✔️,0.0,False,CPU
-31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1218.0,+41/-47,15.309,0.078,28.58,20.1,2874.67,0.131,✔️,0.0,False,CPU
-32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1212.0,+46/-42,16.88,0.101,28.89,19.17,183.02,0.761,✔️,0.0,False,CPU
-33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1208.0,+46/-48,17.03,0.115,29.06,19.52,7.32,0.05,✔️,0.0,False,CPU
-34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1190.0,+35/-29,16.049,0.048,30.03,26.04,1.96,0.142,✔️,0.0,False,CPU
-35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1179.0,+55/-48,17.756,0.076,30.61,20.12,373.18,0.771,✔️,0.0,False,CPU
-36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1172.0,+47/-52,17.853,0.076,30.96,19.36,183.02,0.091,✔️,0.0,False,CPU
-37,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1153.0,+52/-55,17.842,0.057,31.96,21.29,593.24,0.306,✔️,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1141.0,+49/-46,18.528,0.052,32.55,19.95,373.18,0.085,✔️,0.0,False,CPU
-39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1073.0,+35/-48,19.694,0.012,35.84,28.74,9.99,0.126,✔️,0.0,False,CPU
-40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1043.0,+62/-61,23.269,0.036,37.16,29.18,3.23,0.919,✔️,0.0,False,GPU
-41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1005.0,+59/-60,22.719,0.013,38.74,28.39,2.86,0.373,✔️,0.0,False,CPU
-42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+45/-50,23.485,0.006,38.93,34.17,0.43,0.054,✔️,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),998.0,+63/-88,25.352,0.016,39.0,27.81,129.01,1.802,✔️,0.0,False,CPU
-44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),980.0,+59/-71,24.998,0.011,39.69,34.68,0.25,0.05,✔️,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),970.0,+64/-97,31.269,0.032,40.07,30.33,237.58,0.424,✔️,0.0,False,CPU
-46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),940.0,+71/-111,31.88,0.023,41.15,31.63,237.58,0.085,✔️,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),888.0,+68/-108,30.599,0.003,42.8,32.9,129.01,0.18,✔️,0.0,False,CPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),853.0,+76/-133,34.618,0.014,43.79,34.99,1.19,0.12,✔️,0.0,False,CPU
-49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),636.0,+89/-113,44.269,0.0,47.95,43.9,0.19,0.036,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1674.0,+64/-51,0.779,7.11,3.25,5.696,582.21,6.116,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1622.0,+87/-59,0.733,8.76,2.95,4.989,2040.22,8.92,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1576.0,+73/-54,0.675,10.47,4.04,5.962,2040.22,1.218,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1544.0,+71/-51,0.643,11.79,5.2,6.68,5.81,0.645,✔️,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1534.0,+55/-51,0.542,12.23,5.48,8.82,1735.72,2.559,✔️,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1532.0,+57/-47,0.541,12.29,7.13,8.942,2950.72,11.988,✔️,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1476.0,+64/-52,0.51,14.92,4.58,8.97,4907.64,286.652,✔️,0.0,False,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1462.0,+55/-42,0.415,15.58,8.43,10.369,3285.87,1.472,✔️,0.0,False,GPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1446.0,+36/-31,0.372,16.4,11.34,11.57,416.98,2.639,✔️,0.0,False,CPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1442.0,+47/-47,0.371,16.62,8.87,10.411,2950.72,0.663,✔️,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1429.0,+42/-42,0.351,17.3,10.3,11.136,1658.41,0.653,✔️,0.0,False,CPU
+11,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1417.0,+41/-42,0.335,17.95,9.81,11.319,1658.41,0.081,✔️,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1416.0,+59/-58,0.418,17.96,6.14,10.351,4907.64,39.96,✔️,0.0,False,GPU
+13,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1406.0,+82/-53,0.381,18.5,7.7,11.589,4621.67,8.149,✔️,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1401.0,+55/-47,0.333,18.77,9.81,11.277,3285.87,0.173,✔️,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1396.0,+30/-29,0.275,19.03,13.61,12.262,416.98,0.334,✔️,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1386.0,+34/-34,0.289,19.61,12.83,12.354,693.49,1.69,✔️,0.0,False,CPU
+17,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1376.0,+41/-43,0.302,20.17,11.47,12.131,6.83,0.08,✔️,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1368.0,+45/-40,0.241,20.58,10.45,12.119,4621.67,0.475,✔️,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1363.0,+48/-40,0.259,20.89,12.21,12.749,846.88,2.552,✔️,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1361.0,+30/-32,0.233,21.0,15.22,12.678,693.49,0.308,✔️,0.0,False,CPU
+21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1336.0,+70/-59,0.335,22.37,7.33,13.017,47.62,43.739,✔️,0.0,False,GPU
+22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1311.0,+47/-37,0.189,23.79,14.73,14.035,846.88,0.13,✔️,0.0,False,GPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1303.0,+54/-47,0.226,24.27,14.7,13.768,10.49,0.132,✔️,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1297.0,+50/-49,0.159,24.61,16.79,13.542,2874.67,1.952,✔️,0.0,False,CPU
+25,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1295.0,+58/-51,0.272,24.72,8.97,14.411,14.11,2.075,➖,0.0,False,GPU
+26,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1280.0,+42/-39,0.162,25.57,16.61,15.31,2929.85,0.422,✔️,0.0,False,CPU
+27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1256.0,+44/-42,0.119,26.94,16.39,15.671,14.87,0.308,✔️,0.0,False,GPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1241.0,+46/-44,0.11,27.77,17.92,15.99,2929.85,0.051,✔️,0.0,False,CPU
+29,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1238.0,+37/-42,0.084,27.96,19.99,15.056,10.06,1.689,✔️,0.0,False,GPU
+30,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1218.0,+39/-39,0.092,29.03,20.86,15.53,1.94,0.123,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1216.0,+42/-48,0.079,29.15,20.42,15.395,2874.67,0.131,✔️,0.0,False,CPU
+32,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1216.0,+51/-60,0.129,29.15,17.72,16.432,593.24,4.467,✔️,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1210.0,+46/-43,0.099,29.47,19.54,17.023,183.02,0.761,✔️,0.0,False,CPU
+34,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1207.0,+46/-48,0.107,29.68,20.02,17.135,7.32,0.05,✔️,0.0,False,CPU
+35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1189.0,+35/-30,0.048,30.63,26.49,16.14,1.96,0.142,✔️,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1179.0,+54/-48,0.073,31.2,20.58,17.919,373.18,0.771,✔️,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1171.0,+47/-52,0.075,31.59,19.83,17.986,183.02,0.091,✔️,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1151.0,+51/-55,0.056,32.68,21.94,17.928,593.24,0.306,✔️,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1141.0,+49/-45,0.05,33.17,21.01,18.69,373.18,0.085,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1072.0,+34/-49,0.009,36.57,29.41,19.793,9.99,0.126,✔️,0.0,False,CPU
+41,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1043.0,+61/-62,0.03,37.89,30.27,23.406,3.23,0.919,✔️,0.0,False,GPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1004.0,+58/-60,0.01,39.56,29.17,22.789,2.86,0.373,✔️,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+45/-47,0.005,39.71,35.21,23.577,0.43,0.054,✔️,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),998.0,+62/-88,0.017,39.8,28.27,25.428,129.01,1.802,✔️,0.0,False,CPU
+45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),980.0,+58/-70,0.01,40.48,35.51,25.075,0.25,0.05,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),968.0,+65/-96,0.031,40.95,30.93,31.37,237.58,0.424,✔️,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),938.0,+71/-108,0.023,42.03,32.29,31.963,237.58,0.085,✔️,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),887.0,+67/-107,0.004,43.7,33.56,30.663,129.01,0.18,✔️,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),852.0,+77/-130,0.014,44.7,35.66,34.682,1.19,0.12,✔️,0.0,False,CPU
+50,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),634.0,+89/-113,0.0,48.93,44.79,44.315,0.19,0.036,✔️,0.0,False,CPU

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@@ -1,51 +1,52 @@
-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1825.0,+86/-46,2.566,0.836,5.78,2.85,289.53,3.187,✔️,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1804.0,+82/-49,2.669,0.808,6.29,3.08,432.35,4.085,✔️,0.0,False,CPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1676.0,+164/-124,5.382,0.66,10.21,3.09,735.58,11.736,✔️,0.0,False,GPU
-3,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1649.0,+109/-94,5.684,0.581,11.21,6.96,1719.82,1.675,✔️,0.0,False,GPU
-4,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1635.0,+125/-116,5.75,0.598,11.74,6.46,2526.28,6.013,✔️,0.0,False,GPU
-5,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1621.0,+86/-63,5.585,0.539,12.33,6.64,777.59,0.25,✔️,0.0,False,CPU
-6,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1620.0,+145/-112,6.097,0.591,12.34,5.04,735.58,1.386,✔️,0.0,False,GPU
-7,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1610.0,+94/-69,5.783,0.541,12.74,5.67,777.59,0.052,✔️,0.0,False,CPU
-8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1602.0,+76/-56,7.351,0.493,13.08,8.87,131.56,2.639,✔️,0.0,False,CPU
-9,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1567.0,+105/-96,5.97,0.524,14.58,7.14,3.24,0.031,✔️,0.0,False,CPU
-10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1560.0,+87/-61,7.478,0.447,14.9,8.9,282.13,0.563,✔️,0.0,False,CPU
-11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1549.0,+116/-94,7.016,0.405,15.39,8.76,1719.82,0.081,✔️,0.0,False,GPU
-12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1546.0,+155/-99,6.906,0.478,15.51,7.63,1.88,0.645,✔️,0.0,False,GPU
-13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1542.0,+155/-95,7.41,0.426,15.7,7.33,1993.14,0.619,✔️,0.0,False,GPU
-14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1534.0,+141/-125,7.024,0.48,16.05,4.17,4786.55,444.544,✔️,0.0,False,GPU
-15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1512.0,+80/-65,8.574,0.342,17.07,11.95,131.56,0.132,✔️,0.0,False,CPU
-16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1510.0,+69/-51,8.062,0.356,17.18,13.18,282.13,0.066,✔️,0.0,False,CPU
-17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1490.0,+152/-101,8.168,0.36,18.13,8.42,1993.14,0.061,✔️,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1481.0,+107/-91,8.151,0.32,18.51,12.5,2526.28,0.349,✔️,0.0,False,GPU
-19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1438.0,+108/-100,9.676,0.271,20.59,12.75,566.74,0.951,✔️,0.0,False,GPU
-20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1412.0,+122/-124,9.655,0.296,21.86,8.61,4786.55,42.641,✔️,0.0,False,GPU
-21,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1387.0,+71/-71,9.424,0.179,23.12,16.95,1770.56,1.069,✔️,0.0,False,CPU
-22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1382.0,+97/-96,11.377,0.191,23.34,18.62,566.74,0.06,✔️,0.0,False,GPU
-23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1371.0,+104/-120,9.928,0.234,23.89,14.51,0.49,0.053,✔️,0.0,False,CPU
-24,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1339.0,+130/-140,12.451,0.221,25.48,10.01,46.62,43.739,✔️,0.0,False,GPU
-25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1334.0,+119/-133,12.922,0.194,25.72,17.81,1517.65,0.134,✔️,0.0,False,CPU
-26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1328.0,+132/-111,11.007,0.177,26.01,17.36,5.16,0.074,✔️,0.0,False,GPU
-27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1302.0,+77/-82,11.463,0.096,27.27,23.36,8.06,0.25,✔️,0.0,False,GPU
-28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1280.0,+84/-70,12.214,0.046,28.34,25.52,6.75,0.235,✔️,0.0,False,GPU
-29,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1275.0,+78/-77,11.211,0.055,28.58,24.36,1770.56,0.051,✔️,0.0,False,CPU
-30,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1271.0,+110/-134,13.812,0.125,28.79,22.32,1517.65,0.015,✔️,0.0,False,CPU
-31,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1258.0,+62/-73,11.863,0.051,29.37,27.19,0.29,0.045,✔️,0.0,False,CPU
-32,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1249.0,+86/-79,12.418,0.039,29.81,24.11,66.0,0.341,✔️,0.0,False,CPU
-33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1220.0,+97/-140,15.399,0.085,31.14,26.84,3.12,0.016,✔️,0.0,False,CPU
-34,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1216.0,+97/-87,13.131,0.04,31.35,25.48,66.0,0.024,✔️,0.0,False,CPU
-35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1214.0,+108/-138,14.369,0.071,31.42,25.0,351.94,1.658,✔️,0.0,False,CPU
-36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1206.0,+71/-86,12.542,0.021,31.77,29.62,36.48,0.329,✔️,0.0,False,CPU
-37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1158.0,+63/-76,13.771,0.006,33.91,32.33,36.48,0.037,✔️,0.0,False,CPU
-38,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1118.0,+67/-72,15.534,0.0,35.56,34.12,2.18,0.039,✔️,0.0,False,CPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1102.0,+85/-108,16.646,0.021,36.21,32.28,351.94,0.114,✔️,0.0,False,CPU
-40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1046.0,+145/-191,23.683,0.018,38.34,33.71,2.49,0.145,✔️,0.0,False,GPU
-41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1022.0,+138/-176,20.34,0.024,39.18,35.21,1.51,0.111,✔️,0.0,False,CPU
-42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+60/-87,18.698,0.0,39.92,39.15,0.2,0.021,✔️,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),998.0,+87/-126,22.252,0.006,39.99,34.2,150.3,10.071,✔️,0.0,False,CPU
-44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),950.0,+152/-228,31.109,0.005,41.48,38.36,43.64,0.081,✔️,0.0,False,CPU
-45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),940.0,+106/-141,21.813,0.002,41.8,40.36,0.11,0.028,✔️,0.0,False,CPU
-46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),897.0,+156/-249,32.052,0.003,42.99,40.6,43.64,0.018,✔️,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),813.0,+58/-95,28.248,0.0,44.96,44.7,150.3,0.482,✔️,0.0,False,CPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),785.0,+139/-247,34.158,0.0,45.52,44.41,0.19,0.019,✔️,0.0,False,CPU
-49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),566.0,+107/-159,42.214,0.0,48.53,48.44,0.1,0.072,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1821.0,+90/-48,0.837,5.84,2.86,2.566,289.53,3.187,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1801.0,+83/-48,0.811,6.35,3.08,2.669,432.35,4.085,✔️,0.0,False,CPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1673.0,+164/-122,0.664,10.31,3.09,5.382,735.58,11.736,✔️,0.0,False,GPU
+3,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1647.0,+107/-94,0.588,11.29,6.97,5.684,1719.82,1.675,✔️,0.0,False,GPU
+4,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1633.0,+127/-117,0.605,11.84,6.46,5.75,2526.28,6.013,✔️,0.0,False,GPU
+5,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1618.0,+85/-62,0.545,12.41,6.65,5.585,777.59,0.25,✔️,0.0,False,CPU
+6,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1617.0,+146/-113,0.596,12.45,5.04,6.097,735.58,1.386,✔️,0.0,False,GPU
+7,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1608.0,+93/-67,0.547,12.84,5.68,5.783,777.59,0.052,✔️,0.0,False,CPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1600.0,+77/-58,0.498,13.18,8.89,7.351,131.56,2.639,✔️,0.0,False,CPU
+9,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1564.0,+109/-97,0.531,14.73,7.15,5.97,3.24,0.031,✔️,0.0,False,CPU
+10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1558.0,+87/-61,0.454,15.0,8.92,7.478,282.13,0.563,✔️,0.0,False,CPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1546.0,+116/-94,0.414,15.53,8.77,7.016,1719.82,0.081,✔️,0.0,False,GPU
+12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1545.0,+154/-100,0.484,15.58,7.64,6.906,1.88,0.645,✔️,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1540.0,+155/-94,0.429,15.84,7.36,7.41,1993.14,0.619,✔️,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1531.0,+142/-126,0.49,16.22,4.17,7.024,4786.55,444.544,✔️,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1509.0,+82/-66,0.35,17.26,11.99,8.574,131.56,0.132,✔️,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1509.0,+69/-50,0.364,17.28,13.22,8.062,282.13,0.066,✔️,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1487.0,+151/-102,0.365,18.31,8.45,8.168,1993.14,0.061,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1479.0,+104/-92,0.33,18.69,12.57,8.151,2526.28,0.349,✔️,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1435.0,+111/-101,0.279,20.87,12.83,9.676,566.74,0.951,✔️,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1408.0,+123/-125,0.303,22.2,8.64,9.655,4786.55,42.641,✔️,0.0,False,GPU
+21,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1386.0,+70/-70,0.186,23.3,17.02,9.424,1770.56,1.069,✔️,0.0,False,CPU
+22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1381.0,+96/-95,0.201,23.54,18.73,11.377,566.74,0.06,✔️,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1370.0,+100/-119,0.241,24.13,14.56,9.928,0.49,0.053,✔️,0.0,False,CPU
+24,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1334.0,+129/-140,0.234,25.92,10.08,12.451,46.62,43.739,✔️,0.0,False,GPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1332.0,+119/-129,0.206,26.05,17.9,12.922,1517.65,0.134,✔️,0.0,False,CPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1326.0,+133/-110,0.181,26.33,17.46,11.007,5.16,0.074,✔️,0.0,False,GPU
+27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1301.0,+77/-82,0.105,27.6,23.67,11.463,8.06,0.25,✔️,0.0,False,GPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1279.0,+85/-71,0.049,28.71,25.76,12.214,6.75,0.235,✔️,0.0,False,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1276.0,+80/-77,0.061,28.87,24.51,11.211,1770.56,0.051,✔️,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1269.0,+109/-135,0.133,29.19,22.49,13.812,1517.65,0.015,✔️,0.0,False,CPU
+31,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1257.0,+63/-75,0.056,29.79,27.46,11.863,0.29,0.045,✔️,0.0,False,CPU
+32,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1250.0,+86/-78,0.04,30.14,24.3,12.418,66.0,0.341,✔️,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1218.0,+99/-139,0.097,31.62,27.07,15.399,3.12,0.016,✔️,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1217.0,+97/-88,0.042,31.71,25.66,13.131,66.0,0.024,✔️,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1211.0,+110/-138,0.072,31.96,25.22,14.369,351.94,1.658,✔️,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1206.0,+71/-84,0.024,32.18,29.89,12.542,36.48,0.329,✔️,0.0,False,CPU
+37,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1205.0,+85/-93,0.047,32.27,27.42,14.333,11.44,10.416,➖,0.0,False,GPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1158.0,+63/-75,0.01,34.39,32.69,13.771,36.48,0.037,✔️,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1117.0,+65/-74,0.0,36.16,34.61,15.534,2.18,0.039,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1099.0,+85/-109,0.021,36.91,32.77,16.646,351.94,0.114,✔️,0.0,False,CPU
+41,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1046.0,+144/-192,0.018,38.96,34.13,23.683,2.49,0.145,✔️,0.0,False,GPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1019.0,+138/-180,0.025,39.96,35.77,20.34,1.51,0.111,✔️,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+60/-88,0.0,40.61,39.78,18.698,0.2,0.021,✔️,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),993.0,+86/-123,0.006,40.84,34.85,22.252,150.3,10.071,✔️,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),946.0,+151/-227,0.005,42.36,39.13,31.109,43.64,0.081,✔️,0.0,False,CPU
+46,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),938.0,+107/-133,0.002,42.59,41.03,21.813,0.11,0.028,✔️,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),893.0,+156/-248,0.003,43.88,41.42,32.052,43.64,0.018,✔️,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),805.0,+58/-94,0.0,45.96,45.71,28.248,150.3,0.482,✔️,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),778.0,+139/-246,0.0,46.5,45.41,34.158,0.19,0.019,✔️,0.0,False,CPU
+50,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),559.0,+106/-172,0.0,49.53,49.44,42.214,0.1,0.072,✔️,0.0,False,CPU

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data/imputation_no/splits_all/tasks_all/datasets_small/website_leaderboard.csv

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-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1640.0,+68/-54,6.733,0.769,7.42,3.38,659.63,7.444,✔️,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1625.0,+97/-63,4.491,0.772,7.9,2.83,2289.05,8.049,✔️,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1580.0,+79/-58,5.571,0.717,9.4,3.65,2289.05,1.143,✔️,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1565.0,+86/-62,6.23,0.728,9.98,4.34,6.76,0.636,✔️,0.0,False,GPU
-4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1506.0,+68/-49,10.012,0.546,12.38,6.91,3770.75,21.902,✔️,0.0,False,GPU
-5,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1470.0,+83/-61,9.579,0.54,14.01,4.71,5119.36,218.711,✔️,0.0,False,GPU
-6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1464.0,+54/-48,11.203,0.441,14.28,7.78,3716.07,2.547,✔️,0.0,False,CPU
-7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1448.0,+59/-48,11.395,0.429,15.08,8.77,3553.12,1.741,✔️,0.0,False,GPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1433.0,+76/-59,10.468,0.471,15.79,5.38,5119.36,28.351,✔️,0.0,False,GPU
-9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1416.0,+56/-42,11.565,0.369,16.66,8.6,3770.75,1.778,✔️,0.0,False,GPU
-10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1404.0,+35/-36,13.16,0.33,17.29,12.49,892.41,2.574,✔️,0.0,False,CPU
-11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1381.0,+56/-51,12.378,0.333,18.49,10.3,3553.12,0.241,✔️,0.0,False,GPU
-12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1374.0,+43/-44,13.197,0.286,18.91,13.0,2476.51,0.814,✔️,0.0,False,CPU
-13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1367.0,+35/-28,13.63,0.254,19.29,14.08,892.41,0.346,✔️,0.0,False,CPU
-14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1360.0,+46/-36,13.375,0.263,19.62,13.76,2476.51,0.101,✔️,0.0,False,CPU
-15,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1347.0,+47/-42,13.796,0.265,20.39,11.59,1126.71,2.941,✔️,0.0,False,GPU
-16,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1346.0,+72/-67,13.133,0.384,20.43,6.44,50.32,43.709,✔️,0.0,False,GPU
-17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1340.0,+64/-61,13.813,0.296,20.78,8.22,6521.96,8.396,✔️,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1338.0,+46/-42,13.58,0.211,20.86,9.44,6521.96,0.506,✔️,0.0,False,GPU
-19,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1335.0,+36/-38,14.196,0.233,21.01,15.28,884.18,2.368,✔️,0.0,False,CPU
-20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1319.0,+37/-41,14.545,0.227,21.92,14.94,9.64,0.128,✔️,0.0,False,CPU
-21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1317.0,+34/-37,14.406,0.193,22.02,15.86,884.18,0.393,✔️,0.0,False,CPU
-22,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1302.0,+56/-46,14.758,0.261,22.86,13.15,13.18,0.17,✔️,0.0,False,GPU
-23,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1294.0,+40/-44,14.927,0.201,23.35,13.19,1126.71,0.163,✔️,0.0,False,GPU
-24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1273.0,+47/-50,15.112,0.158,24.52,16.34,3865.95,2.158,✔️,0.0,False,CPU
-25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1268.0,+47/-45,16.137,0.162,24.79,15.52,3351.28,0.47,✔️,0.0,False,CPU
-26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1246.0,+48/-54,17.276,0.135,26.05,13.88,16.27,0.321,✔️,0.0,False,GPU
-27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1237.0,+48/-47,16.725,0.119,26.56,16.17,3351.28,0.056,✔️,0.0,False,CPU
-28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1230.0,+39/-42,16.1,0.103,26.95,17.53,15.69,4.691,✔️,0.0,False,GPU
-29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1224.0,+58/-62,17.165,0.16,27.29,15.32,1678.92,8.069,✔️,0.0,False,CPU
-30,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1217.0,+70/-64,18.687,0.135,27.68,16.72,499.14,1.466,✔️,0.0,False,CPU
-31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1208.0,+51/-51,17.71,0.128,28.2,17.53,9.08,0.057,✔️,0.0,False,CPU
-32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1201.0,+40/-47,17.016,0.087,28.58,18.73,3865.95,0.148,✔️,0.0,False,CPU
-33,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1180.0,+64/-62,19.553,0.105,29.74,16.59,499.14,0.207,✔️,0.0,False,CPU
-34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1172.0,+54/-51,18.34,0.072,30.18,18.64,1678.92,0.826,✔️,0.0,False,CPU
-35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1169.0,+40/-39,17.793,0.046,30.3,25.59,3.61,0.17,✔️,0.0,False,CPU
-36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1168.0,+34/-37,17.712,0.031,30.4,24.97,3.29,0.253,✔️,0.0,False,CPU
-37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1158.0,+58/-70,19.98,0.091,30.94,18.82,590.04,1.461,✔️,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1117.0,+56/-70,20.776,0.057,33.05,18.3,590.04,0.15,✔️,0.0,False,CPU
-39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1058.0,+48/-47,21.427,0.017,35.95,26.97,13.69,0.155,✔️,0.0,False,CPU
-40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1042.0,+69/-90,23.096,0.043,36.67,27.64,5.44,1.098,✔️,0.0,False,GPU
-41,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+56/-75,25.48,0.008,38.52,32.45,0.51,0.089,✔️,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),999.0,+50/-60,23.71,0.008,38.56,26.27,5.48,0.685,✔️,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),998.0,+73/-96,26.644,0.019,38.58,25.8,111.84,1.215,✔️,0.0,False,CPU
-44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),993.0,+72/-72,26.326,0.015,38.81,32.76,0.47,0.092,✔️,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),976.0,+86/-100,31.336,0.043,39.48,27.89,520.95,0.647,✔️,0.0,False,CPU
-46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),953.0,+84/-107,31.808,0.031,40.38,28.96,520.95,0.113,✔️,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),910.0,+73/-92,31.579,0.004,41.9,29.64,111.84,0.111,✔️,0.0,False,CPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),872.0,+99/-124,34.809,0.02,43.07,32.15,2.59,0.138,✔️,0.0,False,CPU
-49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),654.0,+110/-151,45.125,0.0,47.7,42.25,0.37,0.033,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1635.0,+68/-53,0.755,7.64,3.45,7.001,659.63,7.444,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1620.0,+96/-63,0.762,8.11,2.89,4.825,2289.05,8.049,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1577.0,+77/-58,0.708,9.64,3.73,5.905,2289.05,1.143,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1562.0,+86/-61,0.709,10.21,4.59,6.586,6.76,0.636,✔️,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1502.0,+67/-48,0.522,12.71,7.2,10.299,3770.75,21.902,✔️,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1467.0,+83/-61,0.518,14.37,4.78,9.78,5119.36,218.711,✔️,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1460.0,+53/-47,0.431,14.68,8.1,11.383,3716.07,2.547,✔️,0.0,False,CPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1444.0,+58/-48,0.41,15.47,8.97,11.602,3553.12,1.741,✔️,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1430.0,+76/-58,0.466,16.19,5.48,10.64,5119.36,28.351,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1414.0,+54/-42,0.353,17.07,8.91,11.826,3770.75,1.778,✔️,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1401.0,+34/-36,0.319,17.75,12.81,13.328,892.41,2.574,✔️,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1378.0,+55/-51,0.32,18.97,10.51,12.572,3553.12,0.241,✔️,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1372.0,+42/-42,0.27,19.34,13.36,13.45,2476.51,0.814,✔️,0.0,False,CPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1364.0,+35/-29,0.244,19.77,14.42,13.799,892.41,0.346,✔️,0.0,False,CPU
+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1359.0,+46/-34,0.247,20.08,14.09,13.626,2476.51,0.101,✔️,0.0,False,CPU
+15,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1344.0,+72/-67,0.378,20.89,6.58,13.253,50.32,43.709,✔️,0.0,False,GPU
+16,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1344.0,+47/-40,0.251,20.9,11.97,14.029,1126.71,2.941,✔️,0.0,False,GPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1337.0,+62/-60,0.288,21.27,8.36,14.021,6521.96,8.396,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1336.0,+45/-42,0.204,21.37,9.76,13.773,6521.96,0.506,✔️,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1333.0,+36/-38,0.22,21.53,15.7,14.385,884.18,2.368,✔️,0.0,False,CPU
+20,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1332.0,+69/-59,0.366,21.57,7.0,14.443,16.22,1.278,➖,0.0,False,GPU
+21,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1317.0,+37/-40,0.207,22.43,15.33,14.699,9.64,0.128,✔️,0.0,False,CPU
+22,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1315.0,+32/-36,0.178,22.55,16.24,14.601,884.18,0.393,✔️,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1300.0,+55/-47,0.245,23.41,13.79,14.918,13.18,0.17,✔️,0.0,False,GPU
+24,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1292.0,+40/-43,0.185,23.9,13.52,15.143,1126.71,0.163,✔️,0.0,False,GPU
+25,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1270.0,+46/-50,0.148,25.16,16.69,15.258,3865.95,2.158,✔️,0.0,False,CPU
+26,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1266.0,+46/-44,0.144,25.37,16.13,16.306,3351.28,0.47,✔️,0.0,False,CPU
+27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1244.0,+48/-54,0.125,26.67,14.53,17.425,16.27,0.321,✔️,0.0,False,GPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1236.0,+47/-46,0.101,27.18,16.52,16.897,3351.28,0.056,✔️,0.0,False,CPU
+29,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1227.0,+38/-42,0.098,27.64,18.29,16.24,15.69,4.691,✔️,0.0,False,GPU
+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1222.0,+58/-63,0.153,27.98,15.77,17.292,1678.92,8.069,✔️,0.0,False,CPU
+31,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1215.0,+69/-65,0.131,28.34,17.08,18.89,499.14,1.466,✔️,0.0,False,CPU
+32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1206.0,+50/-51,0.111,28.87,18.06,17.859,9.08,0.057,✔️,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1199.0,+40/-47,0.086,29.26,19.09,17.139,3865.95,0.148,✔️,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1179.0,+63/-62,0.102,30.42,17.04,19.742,499.14,0.207,✔️,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1170.0,+54/-52,0.07,30.91,19.28,18.462,1678.92,0.826,✔️,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1168.0,+40/-39,0.045,30.99,26.11,17.922,3.61,0.17,✔️,0.0,False,CPU
+37,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1167.0,+35/-37,0.03,31.07,25.45,17.865,3.29,0.253,✔️,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1156.0,+58/-69,0.086,31.65,19.34,20.211,590.04,1.461,✔️,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1117.0,+54/-69,0.054,33.78,19.53,21.006,590.04,0.15,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1058.0,+45/-47,0.012,36.74,27.68,21.567,13.69,0.155,✔️,0.0,False,CPU
+41,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1042.0,+67/-89,0.035,37.45,28.91,23.291,5.44,1.098,✔️,0.0,False,GPU
+42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+57/-73,0.007,39.34,33.6,25.61,0.51,0.089,✔️,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),999.0,+72/-94,0.022,39.37,26.21,26.751,111.84,1.215,✔️,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),999.0,+49/-61,0.003,39.4,27.09,23.81,5.48,0.685,✔️,0.0,False,CPU
+45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),994.0,+71/-75,0.013,39.6,33.63,26.434,0.47,0.092,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),975.0,+84/-100,0.043,40.36,28.45,31.478,520.95,0.647,✔️,0.0,False,CPU
+47,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),952.0,+83/-107,0.031,41.26,29.58,31.926,520.95,0.113,✔️,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),910.0,+73/-92,0.006,42.76,30.21,31.67,111.84,0.111,✔️,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),873.0,+99/-125,0.02,43.95,32.73,34.901,2.59,0.138,✔️,0.0,False,CPU
+50,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),653.0,+111/-144,0.0,48.68,43.1,45.191,0.37,0.033,✔️,0.0,False,CPU

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data/imputation_no/splits_all/tasks_all/datasets_tabpfn/website_leaderboard.csv

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-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1640.0,+95/-71,5.186,0.744,9.05,3.4,2166.18,7.945,✔️,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1637.0,+78/-54,7.606,0.72,9.17,4.23,611.55,7.01,✔️,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1602.0,+66/-63,6.822,0.723,10.54,5.18,6.14,0.586,✔️,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1597.0,+72/-62,6.284,0.693,10.73,4.24,2166.18,0.993,✔️,0.0,False,GPU
-4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),1546.0,+74/-50,9.458,0.591,12.97,5.42,3899.42,55.833,✔️,0.0,False,GPU
-5,🧠⚡,Foundation Model,[Mitra (default)](https://arxiv.org/abs/2510.21204),1516.0,+74/-47,10.623,0.559,14.46,5.84,136.59,3.391,✔️,0.0,False,GPU
-6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1514.0,+54/-45,11.014,0.504,14.56,8.05,3547.04,20.963,✔️,0.0,False,GPU
-7,🧠⚡,Foundation Model,[LimiX (default)](https://arxiv.org/abs/2509.03505),1506.0,+74/-71,13.034,0.586,14.97,5.38,4.85,0.629,➖,0.0,False,GPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1468.0,+75/-61,10.616,0.481,16.95,5.43,4980.83,207.372,✔️,0.0,False,GPU
-9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1459.0,+46/-52,12.287,0.384,17.46,9.83,3376.59,2.54,✔️,0.0,False,CPU
-10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1446.0,+55/-50,12.487,0.373,18.19,10.24,3372.56,1.658,✔️,0.0,False,GPU
-11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1442.0,+80/-69,11.415,0.445,18.39,5.94,4980.83,23.583,✔️,0.0,False,GPU
-12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),1439.0,+82/-69,12.024,0.434,18.6,6.82,3899.42,0.983,✔️,0.0,False,GPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1422.0,+56/-47,12.593,0.337,19.55,10.33,3547.04,1.57,✔️,0.0,False,GPU
-14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1398.0,+36/-36,14.456,0.258,20.98,15.0,771.57,2.49,✔️,0.0,False,CPU
-15,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),1390.0,+71/-69,13.505,0.399,21.43,9.2,4.22,0.554,✔️,0.0,False,GPU
-16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1384.0,+58/-51,13.499,0.284,21.83,11.77,3372.56,0.208,✔️,0.0,False,GPU
-17,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1382.0,+42/-37,14.384,0.24,21.91,15.08,2034.85,0.805,✔️,0.0,False,CPU
-18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1368.0,+37/-33,14.581,0.219,22.76,16.26,2034.85,0.097,✔️,0.0,False,CPU
-19,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1366.0,+90/-66,14.141,0.381,22.88,6.96,48.9,43.804,✔️,0.0,False,GPU
-20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1363.0,+36/-30,14.932,0.189,23.09,16.97,771.57,0.322,✔️,0.0,False,CPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1342.0,+50/-45,15.104,0.205,24.36,14.6,1105.59,2.552,✔️,0.0,False,GPU
-22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1338.0,+36/-36,15.506,0.181,24.6,18.37,828.74,2.312,✔️,0.0,False,CPU
-23,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1338.0,+73/-67,15.155,0.25,24.64,11.28,6147.69,8.149,✔️,0.0,False,GPU
-24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1338.0,+46/-49,14.737,0.17,24.64,11.71,6147.69,0.485,✔️,0.0,False,GPU
-25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1327.0,+48/-45,15.809,0.184,25.31,17.24,8.51,0.123,✔️,0.0,False,CPU
-26,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1320.0,+32/-34,15.718,0.142,25.71,18.6,828.74,0.336,✔️,0.0,False,CPU
-27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1313.0,+54/-53,15.881,0.226,26.15,14.69,12.24,0.154,✔️,0.0,False,GPU
-28,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1296.0,+45/-40,16.243,0.151,27.25,16.29,1105.59,0.13,✔️,0.0,False,GPU
-29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1282.0,+48/-45,17.283,0.12,28.07,18.33,2929.85,0.433,✔️,0.0,False,CPU
-30,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1275.0,+48/-54,16.303,0.124,28.54,20.3,3704.3,2.074,✔️,0.0,False,CPU
-31,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1267.0,+47/-42,17.906,0.118,28.99,15.86,16.16,0.307,✔️,0.0,False,GPU
-32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1252.0,+52/-49,17.885,0.084,29.95,18.24,2929.85,0.054,✔️,0.0,False,CPU
-33,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1245.0,+42/-38,17.002,0.082,30.35,19.8,15.48,4.535,✔️,0.0,False,GPU
-34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1236.0,+51/-62,18.355,0.142,30.9,16.77,1459.62,8.056,✔️,0.0,False,CPU
-35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1219.0,+49/-53,18.772,0.078,31.95,19.88,8.47,0.054,✔️,0.0,False,CPU
-36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1213.0,+60/-60,20.26,0.101,32.33,21.51,416.39,1.393,✔️,0.0,False,CPU
-37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1203.0,+47/-48,18.22,0.065,32.91,21.43,3704.3,0.143,✔️,0.0,False,CPU
-38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1181.0,+56/-61,19.544,0.063,34.18,20.76,1459.62,0.89,✔️,0.0,False,CPU
-39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1177.0,+57/-61,21.094,0.069,34.43,22.54,416.39,0.179,✔️,0.0,False,CPU
-40,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1172.0,+37/-38,19.131,0.017,34.71,29.77,3.05,0.241,✔️,0.0,False,CPU
-41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1158.0,+33/-41,19.359,0.021,35.5,31.12,3.39,0.158,✔️,0.0,False,CPU
-42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1142.0,+56/-58,21.744,0.047,36.41,24.9,572.67,1.421,✔️,0.0,False,CPU
-43,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1103.0,+47/-48,22.52,0.019,38.56,25.42,572.67,0.143,✔️,0.0,False,CPU
-44,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1067.0,+50/-60,22.688,0.012,40.39,30.45,11.82,0.147,✔️,0.0,False,CPU
-45,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1053.0,+71/-83,24.705,0.03,41.1,31.46,5.39,1.034,✔️,0.0,False,GPU
-46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1010.0,+55/-66,24.827,0.0,43.07,28.88,5.18,0.652,✔️,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1004.0,+72/-90,28.179,0.012,43.34,31.16,100.58,1.106,✔️,0.0,False,CPU
-48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1003.0,+71/-108,31.292,0.044,43.36,30.05,504.17,0.629,✔️,0.0,False,CPU
-49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1002.0,+83/-87,27.374,0.008,43.4,36.68,0.42,0.078,✔️,0.0,False,CPU
-50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+55/-70,26.617,0.002,43.49,37.64,0.47,0.069,✔️,0.0,False,CPU
-51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),980.0,+74/-108,31.725,0.03,44.33,31.71,504.17,0.103,✔️,0.0,False,CPU
-52,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),908.0,+78/-103,33.337,0.0,47.0,33.68,100.58,0.101,✔️,0.0,False,CPU
-53,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),903.0,+82/-129,34.211,0.019,47.19,34.88,2.51,0.137,✔️,0.0,False,CPU
-54,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),680.0,+97/-169,45.686,0.0,52.44,45.72,0.29,0.028,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1636.0,+92/-70,0.738,9.28,3.47,5.487,2166.18,7.945,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1633.0,+76/-53,0.712,9.4,4.29,7.843,611.55,7.01,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1599.0,+64/-62,0.714,10.78,5.44,7.146,6.14,0.586,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1594.0,+73/-62,0.686,10.99,4.31,6.585,2166.18,0.993,✔️,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),1543.0,+73/-49,0.583,13.29,5.59,9.672,3899.42,55.833,✔️,0.0,False,GPU
+5,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),1513.0,+73/-47,0.555,14.79,6.01,10.779,136.59,3.391,✔️,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1510.0,+54/-44,0.493,14.92,8.32,11.276,3547.04,20.963,✔️,0.0,False,GPU
+7,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),1504.0,+73/-71,0.574,15.25,5.51,13.315,4.85,0.629,➖,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1466.0,+74/-61,0.471,17.34,5.5,10.795,4980.83,207.372,✔️,0.0,False,GPU
+9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1456.0,+45/-50,0.381,17.88,10.09,12.435,3376.59,2.54,✔️,0.0,False,CPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1444.0,+55/-50,0.364,18.6,10.4,12.664,3372.56,1.658,✔️,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1440.0,+79/-68,0.441,18.8,6.02,11.57,4980.83,23.583,✔️,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),1437.0,+80/-68,0.426,19.0,6.98,12.223,3899.42,0.983,✔️,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1420.0,+56/-47,0.331,19.97,10.64,12.828,3547.04,1.57,✔️,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1395.0,+36/-34,0.255,21.47,15.3,14.595,771.57,2.49,✔️,0.0,False,CPU
+15,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),1388.0,+69/-67,0.388,21.92,9.49,13.784,4.22,0.554,✔️,0.0,False,GPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1381.0,+58/-50,0.278,22.34,11.97,13.664,3372.56,0.208,✔️,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1381.0,+42/-36,0.232,22.36,15.41,14.608,2034.85,0.805,✔️,0.0,False,CPU
+18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1367.0,+36/-33,0.213,23.25,16.61,14.804,2034.85,0.097,✔️,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1365.0,+89/-66,0.379,23.36,7.07,14.238,48.9,43.804,✔️,0.0,False,GPU
+20,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1362.0,+65/-67,0.346,23.56,7.96,15.219,14.11,1.17,➖,0.0,False,GPU
+21,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1361.0,+36/-30,0.185,23.61,17.3,15.073,771.57,0.322,✔️,0.0,False,CPU
+22,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1340.0,+50/-45,0.201,24.91,15.09,15.311,1105.59,2.552,✔️,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1336.0,+36/-36,0.175,25.15,18.83,15.668,828.74,2.312,✔️,0.0,False,CPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1336.0,+73/-67,0.249,25.17,11.47,15.327,6147.69,8.149,✔️,0.0,False,GPU
+25,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1336.0,+46/-49,0.171,25.17,11.99,14.894,6147.69,0.485,✔️,0.0,False,GPU
+26,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1325.0,+48/-44,0.178,25.85,17.59,15.936,8.51,0.123,✔️,0.0,False,CPU
+27,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1318.0,+32/-33,0.135,26.28,18.98,15.886,828.74,0.336,✔️,0.0,False,CPU
+28,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1312.0,+53/-53,0.219,26.71,15.44,16.015,12.24,0.154,✔️,0.0,False,GPU
+29,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1294.0,+45/-40,0.149,27.83,16.61,16.438,1105.59,0.13,✔️,0.0,False,GPU
+30,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1281.0,+48/-44,0.113,28.67,18.84,17.425,2929.85,0.433,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1272.0,+48/-53,0.124,29.2,20.68,16.423,3704.3,2.074,✔️,0.0,False,CPU
+32,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1266.0,+48/-43,0.116,29.61,16.23,18.028,16.16,0.307,✔️,0.0,False,GPU
+33,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1251.0,+52/-49,0.079,30.59,18.58,18.029,2929.85,0.054,✔️,0.0,False,CPU
+34,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1243.0,+42/-38,0.082,31.04,20.45,17.117,15.48,4.535,✔️,0.0,False,GPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1234.0,+51/-62,0.14,31.61,17.15,18.454,1459.62,8.056,✔️,0.0,False,CPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1218.0,+49/-53,0.073,32.64,20.44,18.893,8.47,0.054,✔️,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1211.0,+60/-62,0.097,33.03,21.91,20.439,416.39,1.393,✔️,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1202.0,+47/-48,0.067,33.62,21.81,18.319,3704.3,0.143,✔️,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1180.0,+56/-61,0.061,34.94,21.38,19.639,1459.62,0.89,✔️,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1176.0,+57/-61,0.065,35.14,23.11,21.259,416.39,0.179,✔️,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1172.0,+38/-38,0.02,35.42,30.3,19.257,3.05,0.241,✔️,0.0,False,CPU
+42,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1158.0,+33/-42,0.022,36.23,31.72,19.461,3.39,0.158,✔️,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1141.0,+56/-58,0.044,37.17,25.69,21.955,572.67,1.421,✔️,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1102.0,+48/-48,0.017,39.34,27.82,22.731,572.67,0.143,✔️,0.0,False,CPU
+45,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1066.0,+50/-61,0.013,41.23,31.06,22.804,11.82,0.147,✔️,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1052.0,+72/-82,0.027,41.91,32.45,24.878,5.39,1.034,✔️,0.0,False,GPU
+47,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1010.0,+54/-67,0.001,43.91,29.79,24.901,5.18,0.652,✔️,0.0,False,CPU
+48,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1005.0,+72/-88,0.012,44.14,31.64,28.265,100.58,1.106,✔️,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1003.0,+81/-87,0.008,44.21,37.49,27.463,0.42,0.078,✔️,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1003.0,+72/-107,0.044,44.22,30.57,31.413,504.17,0.629,✔️,0.0,False,CPU
+51,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+56/-71,0.002,44.34,38.83,26.728,0.47,0.069,✔️,0.0,False,CPU
+52,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),980.0,+74/-108,0.03,45.19,32.31,31.822,504.17,0.103,✔️,0.0,False,CPU
+53,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),909.0,+77/-103,0.0,47.87,34.26,33.409,100.58,0.101,✔️,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),904.0,+80/-126,0.019,48.07,35.41,34.282,2.51,0.137,✔️,0.0,False,CPU
+55,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),679.0,+97/-168,0.0,53.42,46.54,45.736,0.29,0.028,✔️,0.0,False,CPU

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data/imputation_no/splits_all/tasks_binary/datasets_all/website_leaderboard.csv

@@ -1,53 +1,54 @@
-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1657.0,+98/-71,5.749,0.803,7.38,2.99,442.09,6.381,✔️,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1568.0,+110/-63,6.02,0.681,10.55,3.6,1923.88,9.103,✔️,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1545.0,+101/-57,7.098,0.687,11.52,4.71,4.91,0.694,✔️,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1535.0,+101/-59,7.13,0.632,11.94,4.35,1923.88,1.329,✔️,0.0,False,GPU
-4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1515.0,+73/-65,9.038,0.555,12.85,5.23,1152.95,1.784,✔️,0.0,False,CPU
-5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1500.0,+53/-56,10.144,0.508,13.58,8.76,2775.44,8.849,✔️,0.0,False,GPU
-6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1475.0,+76/-57,10.795,0.463,14.8,7.23,2229.7,1.387,✔️,0.0,False,GPU
-7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1438.0,+55/-38,12.3,0.382,16.76,10.85,328.96,1.102,✔️,0.0,False,CPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1422.0,+72/-62,9.134,0.436,17.64,5.97,4982.66,358.753,✔️,0.0,False,GPU
-9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1416.0,+81/-59,11.711,0.371,17.95,8.6,2229.7,0.133,✔️,0.0,False,GPU
-10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1408.0,+61/-52,12.08,0.353,18.37,9.9,1055.6,0.482,✔️,0.0,False,CPU
-11,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1403.0,+59/-53,12.174,0.353,18.64,9.24,1055.6,0.063,✔️,0.0,False,CPU
-12,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1403.0,+56/-50,12.048,0.374,18.67,9.35,4.27,0.064,✔️,0.0,False,CPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1400.0,+52/-56,11.944,0.298,18.83,9.7,2775.44,0.415,✔️,0.0,False,GPU
-14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1385.0,+62/-53,13.208,0.314,19.7,11.17,472.99,0.621,✔️,0.0,False,CPU
-15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1384.0,+49/-31,13.159,0.268,19.73,13.42,328.96,0.126,✔️,0.0,False,CPU
-16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1380.0,+68/-68,14.06,0.371,19.99,9.43,250.36,1.708,➖,0.0,False,GPU
-17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1367.0,+94/-94,12.88,0.374,20.73,8.42,3383.91,8.396,✔️,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1366.0,+58/-59,12.838,0.248,20.75,9.56,3383.91,0.51,✔️,0.0,False,GPU
-19,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1355.0,+65/-58,10.825,0.301,21.39,7.03,4982.66,42.199,✔️,0.0,False,GPU
-20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1350.0,+49/-43,13.724,0.236,21.73,14.36,472.99,0.13,✔️,0.0,False,CPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1331.0,+58/-56,13.837,0.21,22.85,12.96,642.33,2.767,✔️,0.0,False,GPU
-22,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1318.0,+49/-41,13.457,0.197,23.61,15.72,2241.65,2.415,✔️,0.0,False,CPU
-23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1312.0,+69/-65,14.413,0.259,23.95,12.93,8.72,0.126,✔️,0.0,False,GPU
-24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1311.0,+52/-48,15.332,0.18,24.03,15.4,1560.02,0.404,✔️,0.0,False,CPU
-25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1302.0,+47/-58,15.116,0.178,24.57,13.95,642.33,0.146,✔️,0.0,False,GPU
-26,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1283.0,+64/-72,14.197,0.243,25.68,9.36,49.67,43.824,✔️,0.0,False,GPU
-27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1274.0,+51/-46,16.045,0.121,26.2,16.49,1560.02,0.052,✔️,0.0,False,CPU
-28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1267.0,+50/-42,15.891,0.15,26.62,13.82,13.5,0.311,✔️,0.0,False,GPU
-29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1267.0,+60/-64,15.482,0.152,26.62,16.59,559.38,4.08,✔️,0.0,False,CPU
-30,🧠����,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1265.0,+44/-44,14.803,0.11,26.75,17.68,9.33,1.116,✔️,0.0,False,GPU
-31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1248.0,+49/-52,17.1,0.123,27.77,17.29,4.98,0.049,✔️,0.0,False,CPU
-32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1231.0,+66/-56,16.365,0.117,28.74,18.33,1.24,0.11,✔️,0.0,False,CPU
-33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1226.0,+46/-39,15.668,0.077,29.08,19.82,2241.65,0.136,✔️,0.0,False,CPU
-34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1191.0,+57/-63,17.521,0.061,31.05,19.79,559.38,0.276,✔️,0.0,False,CPU
-35,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1188.0,+51/-53,18.0,0.061,31.26,22.1,125.38,0.674,✔️,0.0,False,CPU
-36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1179.0,+49/-34,17.148,0.047,31.73,27.14,0.81,0.093,✔️,0.0,False,CPU
-37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1154.0,+51/-57,19.362,0.035,33.12,22.93,169.75,0.603,✔️,0.0,False,CPU
-38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1146.0,+50/-53,19.162,0.038,33.56,23.89,125.38,0.069,✔️,0.0,False,CPU
-39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1119.0,+43/-54,20.091,0.018,35.01,23.64,169.75,0.059,✔️,0.0,False,CPU
-40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1093.0,+65/-48,20.071,0.019,36.39,27.59,4.95,0.091,✔️,0.0,False,CPU
-41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1057.0,+64/-82,21.46,0.021,38.16,24.5,2.56,0.267,✔️,0.0,False,CPU
-42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1051.0,+84/-107,26.808,0.054,38.43,26.2,162.68,0.405,✔️,0.0,False,CPU
-43,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1045.0,+109/-116,25.52,0.099,38.71,22.36,0.85,0.129,➖,0.0,False,GPU
-44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1022.0,+61/-103,24.212,0.017,39.74,28.61,139.84,3.917,✔️,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1022.0,+91/-118,27.502,0.039,39.75,27.56,162.68,0.054,✔️,0.0,False,CPU
-46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+62/-79,24.287,0.013,40.7,33.84,0.25,0.029,✔️,0.0,False,CPU
-47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),983.0,+73/-101,26.581,0.026,41.38,33.73,2.8,0.564,✔️,0.0,False,GPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),959.0,+86/-119,29.448,0.024,42.33,30.48,0.84,0.094,✔️,0.0,False,CPU
-49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),955.0,+75/-92,25.759,0.01,42.47,36.5,0.2,0.037,✔️,0.0,False,CPU
-50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),915.0,+82/-136,29.325,0.0,43.91,31.65,139.84,0.193,✔️,0.0,False,CPU
-51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),602.0,+105/-199,43.863,0.0,50.36,46.66,0.15,0.023,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1655.0,+97/-71,0.791,7.53,3.0,5.801,442.09,6.381,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1567.0,+111/-62,0.674,10.74,3.65,6.072,1923.88,9.103,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1545.0,+101/-57,0.672,11.67,4.88,7.151,4.91,0.694,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1535.0,+100/-58,0.626,12.14,4.4,7.181,1923.88,1.329,✔️,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1513.0,+74/-64,0.552,13.16,5.3,9.088,1152.95,1.784,✔️,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1498.0,+52/-55,0.489,13.85,8.9,10.194,2775.44,8.849,✔️,0.0,False,GPU
+6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1474.0,+76/-58,0.448,15.11,7.31,10.846,2229.7,1.387,✔️,0.0,False,GPU
+7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1436.0,+56/-38,0.379,17.09,10.99,12.349,328.96,1.102,✔️,0.0,False,CPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1421.0,+72/-63,0.42,17.97,6.01,9.185,4982.66,358.753,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1414.0,+80/-59,0.366,18.34,8.71,11.761,2229.7,0.133,✔️,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1408.0,+62/-51,0.35,18.68,10.01,12.129,1055.6,0.482,✔️,0.0,False,CPU
+11,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1403.0,+60/-53,0.351,18.99,9.32,12.223,1055.6,0.063,✔️,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1402.0,+56/-50,0.362,19.01,9.45,12.097,4.27,0.064,✔️,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1399.0,+51/-56,0.291,19.2,9.83,11.992,2775.44,0.415,✔️,0.0,False,GPU
+14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1384.0,+61/-52,0.31,20.09,11.3,13.257,472.99,0.621,✔️,0.0,False,CPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1383.0,+49/-31,0.267,20.14,13.61,13.208,328.96,0.126,✔️,0.0,False,CPU
+16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1380.0,+68/-66,0.355,20.34,9.6,14.109,250.36,1.708,➖,0.0,False,GPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1366.0,+94/-94,0.372,21.13,8.49,12.927,3383.91,8.396,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1365.0,+56/-59,0.244,21.17,9.89,12.885,3383.91,0.51,✔️,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1354.0,+64/-59,0.3,21.84,7.11,10.877,4982.66,42.199,✔️,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1349.0,+48/-42,0.231,22.16,14.53,13.773,472.99,0.13,✔️,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1330.0,+58/-56,0.206,23.31,13.25,13.888,642.33,2.767,✔️,0.0,False,GPU
+22,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1317.0,+50/-42,0.191,24.1,15.97,13.504,2241.65,2.415,✔️,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1311.0,+68/-66,0.246,24.43,13.5,14.462,8.72,0.126,✔️,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1311.0,+51/-46,0.171,24.46,15.88,15.381,1560.02,0.404,✔️,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1302.0,+47/-58,0.169,25.01,14.17,15.164,642.33,0.146,✔️,0.0,False,GPU
+26,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1295.0,+65/-62,0.243,25.42,10.31,15.901,12.86,3.167,➖,0.0,False,GPU
+27,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1282.0,+65/-72,0.244,26.22,9.53,14.248,49.67,43.824,✔️,0.0,False,GPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1275.0,+50/-46,0.111,26.67,16.79,16.094,1560.02,0.052,✔️,0.0,False,CPU
+29,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1267.0,+49/-43,0.142,27.15,14.44,15.94,13.5,0.311,✔️,0.0,False,GPU
+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1266.0,+60/-63,0.148,27.18,16.95,15.531,559.38,4.08,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1264.0,+43/-43,0.106,27.33,18.23,14.851,9.33,1.116,✔️,0.0,False,GPU
+32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1248.0,+48/-51,0.114,28.32,17.77,17.149,4.98,0.049,✔️,0.0,False,CPU
+33,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1232.0,+66/-57,0.117,29.26,18.52,16.412,1.24,0.11,✔️,0.0,False,CPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1225.0,+46/-40,0.073,29.68,20.15,15.714,2241.65,0.136,✔️,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1190.0,+56/-62,0.058,31.72,20.46,17.57,559.38,0.276,✔️,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1187.0,+51/-52,0.06,31.9,22.47,18.049,125.38,0.674,✔️,0.0,False,CPU
+37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1180.0,+50/-35,0.048,32.35,27.56,17.195,0.81,0.093,✔️,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1155.0,+51/-57,0.034,33.76,23.41,19.411,169.75,0.603,✔️,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1146.0,+50/-51,0.037,34.27,24.55,19.211,125.38,0.069,✔️,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1120.0,+42/-55,0.018,35.69,25.47,20.141,169.75,0.059,✔️,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1092.0,+64/-49,0.014,37.14,28.23,20.117,4.95,0.091,✔️,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1057.0,+64/-81,0.017,38.93,25.22,21.507,2.56,0.267,✔️,0.0,False,CPU
+43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1050.0,+83/-106,0.054,39.25,26.66,26.853,162.68,0.405,✔️,0.0,False,CPU
+44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1043.0,+108/-117,0.094,39.57,23.05,25.571,0.85,0.129,➖,0.0,False,GPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1022.0,+60/-104,0.017,40.56,29.08,24.258,139.84,3.917,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1021.0,+91/-118,0.039,40.58,28.09,27.547,162.68,0.054,✔️,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+62/-79,0.012,41.52,35.08,24.336,0.25,0.029,✔️,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),983.0,+72/-103,0.021,42.22,34.49,26.628,2.8,0.564,✔️,0.0,False,GPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),958.0,+86/-118,0.024,43.22,31.03,29.49,0.84,0.094,✔️,0.0,False,CPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),956.0,+73/-90,0.01,43.3,37.32,25.807,0.2,0.037,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),915.0,+81/-134,0.001,44.8,32.2,29.37,139.84,0.193,✔️,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),601.0,+106/-200,0.0,51.34,47.51,43.9,0.15,0.023,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1966.0,+155/-60,2.212,0.904,4.95,2.42,275.07,2.448,✔️,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1904.0,+176/-64,2.49,0.851,6.35,2.7,325.91,2.156,✔️,0.0,False,CPU
-2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1759.0,+141/-88,4.725,0.631,10.98,5.87,619.15,0.198,✔️,0.0,False,CPU
-3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1754.0,+144/-81,5.018,0.636,11.17,4.87,619.15,0.016,✔️,0.0,False,CPU
-4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1751.0,+113/-38,5.44,0.575,11.28,8.0,1633.8,2.053,✔️,0.0,False,GPU
-5,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1736.0,+126/-79,4.763,0.63,11.87,5.47,2.21,0.025,✔️,0.0,False,CPU
-6,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1718.0,+152/-92,7.508,0.545,12.6,6.95,110.13,0.386,✔️,0.0,False,CPU
-7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1701.0,+149/-83,7.923,0.524,13.3,8.51,86.85,0.668,✔️,0.0,False,CPU
-8,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1681.0,+192/-136,7.27,0.513,14.19,5.59,804.65,0.71,✔️,0.0,False,GPU
-9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1679.0,+154/-138,6.907,0.544,14.26,7.1,2139.17,6.41,✔️,0.0,False,GPU
-10,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1660.0,+210/-122,8.381,0.489,15.1,5.39,842.24,15.119,✔️,0.0,False,GPU
-11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1652.0,+124/-66,7.028,0.376,15.51,8.78,1633.8,0.088,✔️,0.0,False,GPU
-12,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1640.0,+124/-80,8.376,0.421,16.04,11.5,110.13,0.061,✔️,0.0,False,CPU
-13,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1625.0,+197/-156,7.978,0.458,16.73,6.29,804.65,0.063,✔️,0.0,False,GPU
-14,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1610.0,+194/-117,9.033,0.419,17.44,6.83,842.24,1.465,✔️,0.0,False,GPU
-15,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1582.0,+158/-128,8.63,0.416,18.81,7.95,2.3,0.896,✔️,0.0,False,GPU
-16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1580.0,+163/-89,9.74,0.323,18.95,12.1,86.85,0.078,✔️,0.0,False,CPU
-17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1564.0,+170/-166,9.211,0.42,19.72,8.41,8.53,3.578,✔️,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1552.0,+126/-84,9.782,0.253,20.35,12.42,2139.17,0.349,✔️,0.0,False,GPU
-19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1536.0,+178/-158,9.019,0.347,21.12,7.53,4860.88,475.791,✔️,0.0,False,GPU
-20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1527.0,+95/-112,9.12,0.248,21.62,14.48,1156.69,1.558,✔️,0.0,False,CPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1490.0,+141/-106,10.678,0.196,23.53,15.19,572.82,1.935,✔️,0.0,False,GPU
-22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1478.0,+124/-111,12.87,0.174,24.2,17.96,270.2,0.192,✔️,0.0,False,CPU
-23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1461.0,+126/-146,10.861,0.228,25.07,13.69,0.49,0.053,✔️,0.0,False,CPU
-24,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1454.0,+132/-118,12.698,0.163,25.44,19.32,572.82,0.109,✔️,0.0,False,GPU
-25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1453.0,+156/-178,10.49,0.241,25.48,14.6,5.5,0.074,✔️,0.0,False,GPU
-26,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1431.0,+105/-129,11.432,0.123,26.67,20.62,371.59,2.386,✔️,0.0,False,CPU
-27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1430.0,+81/-65,10.923,0.077,26.75,23.68,6.41,0.247,✔️,0.0,False,GPU
-28,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1417.0,+121/-138,13.96,0.136,27.44,20.16,96.61,0.754,➖,0.0,False,GPU
-29,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1404.0,+129/-107,13.997,0.091,28.11,24.03,270.2,0.015,✔️,0.0,False,CPU
-30,🧠��,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1380.0,+97/-126,11.531,0.069,29.38,23.47,1156.69,0.054,✔️,0.0,False,CPU
-31,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1374.0,+134/-137,12.762,0.087,29.67,18.69,4860.88,42.641,✔️,0.0,False,GPU
-32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1361.0,+129/-110,15.831,0.05,30.35,26.41,1.07,0.018,✔️,0.0,False,CPU
-33,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1343.0,+98/-137,12.461,0.069,31.22,28.09,0.29,0.033,✔️,0.0,False,CPU
-34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1319.0,+52/-59,14.148,0.002,32.42,30.58,42.95,0.226,✔️,0.0,False,CPU
-35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1314.0,+88/-85,13.953,0.008,32.69,29.68,8.34,0.25,✔️,0.0,False,GPU
-36,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1284.0,+174/-186,17.019,0.035,34.12,20.85,47.03,45.876,✔️,0.0,False,GPU
-37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1280.0,+61/-90,13.457,0.0,34.32,32.02,40.36,0.318,✔️,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1279.0,+74/-74,15.128,0.005,34.35,30.6,42.95,0.021,✔️,0.0,False,CPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1278.0,+84/-119,15.031,0.036,34.41,29.27,371.59,0.102,✔️,0.0,False,CPU
-40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1224.0,+66/-92,15.173,0.0,36.86,35.23,1.86,0.046,✔️,0.0,False,CPU
-41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1218.0,+64/-73,15.174,0.0,37.12,35.45,40.36,0.028,✔️,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1206.0,+134/-218,18.046,0.042,37.63,32.31,1.52,0.115,✔️,0.0,False,CPU
-43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1162.0,+147/-233,24.034,0.009,39.45,35.34,43.64,0.085,✔️,0.0,False,CPU
-44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1140.0,+101/-190,20.729,0.011,40.28,31.54,513.06,78.02,✔️,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1112.0,+166/-225,25.027,0.005,41.35,38.03,43.64,0.022,✔️,0.0,False,CPU
-46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+88/-208,22.275,0.0,44.96,44.23,0.12,0.014,✔️,0.0,False,CPU
-47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),982.0,+135/-219,26.73,0.0,45.44,43.9,0.22,0.024,✔️,0.0,False,CPU
-48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),972.0,+202/-455,28.513,0.025,45.72,39.86,2.62,0.186,✔️,0.0,False,GPU
-49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),918.0,+91/-188,30.352,0.0,47.05,46.26,0.24,0.036,➖,0.0,False,GPU
-50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),916.0,+100/-247,24.142,0.0,47.09,46.63,0.1,0.021,✔️,0.0,False,CPU
-51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),883.0,+76/-126,27.794,0.0,47.81,47.49,513.06,2.568,✔️,0.0,False,CPU
-52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),514.0,+107/-398,45.591,0.0,52.27,52.24,0.11,0.087,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1968.0,+156/-62,0.906,4.96,2.42,2.212,275.07,2.448,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1905.0,+178/-66,0.854,6.38,2.7,2.49,325.91,2.156,✔️,0.0,False,CPU
+2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1761.0,+143/-87,0.637,11.0,5.87,4.725,619.15,0.198,✔️,0.0,False,CPU
+3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1755.0,+146/-82,0.642,11.22,4.87,5.018,619.15,0.016,✔️,0.0,False,CPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1753.0,+113/-39,0.582,11.32,8.0,5.44,1633.8,2.053,✔️,0.0,False,GPU
+5,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1738.0,+125/-77,0.636,11.91,5.47,4.763,2.21,0.025,✔️,0.0,False,CPU
+6,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1720.0,+153/-91,0.549,12.65,6.95,7.508,110.13,0.386,✔️,0.0,False,CPU
+7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1703.0,+149/-82,0.529,13.35,8.51,7.923,86.85,0.668,✔️,0.0,False,CPU
+8,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1681.0,+192/-136,0.518,14.32,5.6,7.27,804.65,0.71,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1679.0,+157/-141,0.551,14.42,7.11,6.907,2139.17,6.41,✔️,0.0,False,GPU
+10,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1660.0,+212/-122,0.491,15.26,5.39,8.381,842.24,15.119,✔️,0.0,False,GPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1652.0,+126/-66,0.386,15.63,8.8,7.028,1633.8,0.088,✔️,0.0,False,GPU
+12,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1642.0,+124/-79,0.427,16.1,11.52,8.376,110.13,0.061,✔️,0.0,False,CPU
+13,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1626.0,+199/-159,0.465,16.9,6.3,7.978,804.65,0.063,✔️,0.0,False,GPU
+14,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1611.0,+198/-117,0.424,17.63,6.84,9.033,842.24,1.465,✔️,0.0,False,GPU
+15,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1584.0,+160/-128,0.421,18.93,7.96,8.63,2.3,0.896,✔️,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1580.0,+164/-90,0.331,19.15,12.14,9.74,86.85,0.078,✔️,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1564.0,+171/-168,0.425,19.96,8.43,9.211,8.53,3.578,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1552.0,+127/-86,0.26,20.58,12.46,9.782,2139.17,0.349,✔️,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1536.0,+179/-160,0.353,21.41,7.55,9.019,4860.88,475.791,✔️,0.0,False,GPU
+20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1528.0,+96/-114,0.254,21.81,14.53,9.12,1156.69,1.558,✔️,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1491.0,+143/-105,0.199,23.77,15.23,10.678,572.82,1.935,✔️,0.0,False,GPU
+22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1481.0,+125/-108,0.186,24.33,18.02,12.87,270.2,0.192,✔️,0.0,False,CPU
+23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1464.0,+128/-144,0.233,25.26,13.72,10.861,0.49,0.053,✔️,0.0,False,CPU
+24,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1458.0,+131/-115,0.165,25.56,19.35,12.698,572.82,0.109,✔️,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1454.0,+159/-177,0.246,25.8,14.65,10.49,5.5,0.074,✔️,0.0,False,GPU
+26,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1432.0,+106/-131,0.127,26.99,20.72,11.432,371.59,2.386,✔️,0.0,False,CPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1431.0,+85/-63,0.083,27.06,23.85,10.923,6.41,0.247,✔️,0.0,False,GPU
+28,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1418.0,+125/-137,0.143,27.73,20.28,13.96,96.61,0.754,➖,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1407.0,+128/-104,0.093,28.33,24.18,13.997,270.2,0.015,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1380.0,+98/-128,0.072,29.77,23.63,11.531,1156.69,0.054,✔️,0.0,False,CPU
+31,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1373.0,+134/-137,0.093,30.18,18.82,12.762,4860.88,42.641,✔️,0.0,False,GPU
+32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1363.0,+130/-112,0.056,30.7,26.58,15.831,1.07,0.018,✔️,0.0,False,CPU
+33,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1344.0,+100/-140,0.076,31.68,28.34,12.461,0.29,0.033,✔️,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1321.0,+50/-60,0.002,32.85,30.95,14.148,42.95,0.226,✔️,0.0,False,CPU
+35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1314.0,+91/-87,0.009,33.16,29.98,13.953,8.34,0.25,✔️,0.0,False,GPU
+36,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1306.0,+69/-110,0.012,33.6,30.5,15.989,16.41,16.24,➖,0.0,False,GPU
+37,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1283.0,+174/-189,0.046,34.7,21.0,17.019,47.03,45.876,✔️,0.0,False,GPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1281.0,+74/-73,0.005,34.82,30.93,15.128,42.95,0.021,✔️,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1280.0,+61/-90,0.0,34.88,32.44,13.457,40.36,0.318,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1278.0,+82/-120,0.037,34.98,29.62,15.031,371.59,0.102,✔️,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1224.0,+69/-95,0.0,37.47,35.73,15.173,1.86,0.046,✔️,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1217.0,+64/-77,0.0,37.8,36.02,15.174,40.36,0.028,✔️,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1205.0,+135/-218,0.043,38.31,32.73,18.046,1.52,0.115,✔️,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1159.0,+148/-233,0.008,40.24,36.0,24.034,43.64,0.085,✔️,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1136.0,+102/-192,0.011,41.16,32.1,20.729,513.06,78.02,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1110.0,+167/-222,0.005,42.18,38.76,25.027,43.64,0.022,✔️,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+90/-206,0.0,45.8,45.01,22.275,0.12,0.014,✔️,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),978.0,+135/-218,0.0,46.42,44.9,26.73,0.22,0.024,✔️,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),974.0,+201/-459,0.025,46.53,40.56,28.513,2.62,0.186,✔️,0.0,False,GPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),917.0,+105/-246,0.0,47.96,47.47,24.142,0.1,0.021,✔️,0.0,False,CPU
+51,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),915.0,+91/-188,0.0,48.01,47.21,30.352,0.24,0.036,➖,0.0,False,GPU
+52,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),878.0,+76/-122,0.0,48.81,48.49,27.794,513.06,2.568,✔️,0.0,False,CPU
+53,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),511.0,+107/-401,0.0,53.27,53.24,45.591,0.11,0.087,✔️,0.0,False,CPU

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data/imputation_no/splits_all/tasks_binary/datasets_small/website_leaderboard.csv

@@ -1,53 +1,54 @@
-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1582.0,+110/-77,7.287,0.748,8.48,3.33,593.57,8.084,✔️,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1579.0,+98/-56,6.466,0.789,8.57,4.04,5.96,0.554,✔️,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1574.0,+142/-69,5.03,0.753,8.74,3.16,2052.28,8.252,✔️,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1547.0,+128/-57,6.337,0.713,9.74,3.78,2052.28,1.266,✔️,0.0,False,GPU
-4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1435.0,+81/-50,12.183,0.471,14.72,9.21,2950.72,15.595,✔️,0.0,False,GPU
-5,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1425.0,+85/-56,12.33,0.434,15.23,8.35,2457.54,1.658,✔️,0.0,False,GPU
-6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1415.0,+90/-69,11.866,0.417,15.75,8.92,1921.63,1.718,✔️,0.0,False,CPU
-7,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1402.0,+82/-72,9.204,0.465,16.4,5.52,5351.68,268.579,✔️,0.0,False,GPU
-8,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1390.0,+81/-66,14.126,0.467,17.07,7.72,317.91,1.983,➖,0.0,False,GPU
-9,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1370.0,+83/-73,10.014,0.385,18.2,5.58,5351.68,37.621,✔️,0.0,False,GPU
-10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1366.0,+49/-38,14.198,0.31,18.4,12.57,512.57,1.18,✔️,0.0,False,CPU
-11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1361.0,+85/-59,13.333,0.327,18.67,10.34,2457.54,0.178,✔️,0.0,False,GPU
-12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1333.0,+44/-34,14.644,0.237,20.3,14.26,512.57,0.243,✔️,0.0,False,CPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1330.0,+80/-60,14.072,0.259,20.46,10.21,2950.72,1.225,✔️,0.0,False,GPU
-14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1319.0,+88/-68,14.168,0.243,21.12,8.79,4806.04,0.512,✔️,0.0,False,GPU
-15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1310.0,+52/-43,15.257,0.224,21.68,14.73,1096.5,0.584,✔️,0.0,False,CPU
-16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1309.0,+64/-47,15.195,0.253,21.73,13.86,4.81,0.08,✔️,0.0,False,CPU
-17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1305.0,+53/-43,15.264,0.222,21.97,15.14,1096.5,0.074,✔️,0.0,False,CPU
-18,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1297.0,+88/-76,13.006,0.324,22.45,7.6,51.83,43.615,✔️,0.0,False,GPU
-19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1290.0,+51/-68,15.211,0.214,22.82,12.25,711.84,2.983,✔️,0.0,False,GPU
-20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1289.0,+47/-43,15.673,0.203,22.93,15.54,693.49,1.398,✔️,0.0,False,CPU
-21,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1278.0,+68/-61,16.117,0.262,23.55,12.39,10.08,0.152,✔️,0.0,False,GPU
-22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1276.0,+114/-107,15.466,0.292,23.67,9.47,4806.04,8.461,✔️,0.0,False,GPU
-23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1267.0,+48/-48,16.409,0.176,24.26,14.62,1634.54,0.422,✔️,0.0,False,CPU
-24,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1265.0,+62/-65,16.741,0.21,24.38,11.3,14.37,0.334,✔️,0.0,False,GPU
-25,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1264.0,+42/-33,16.038,0.149,24.39,16.25,693.49,0.194,✔️,0.0,False,CPU
-26,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1263.0,+53/-61,16.17,0.182,24.48,12.54,711.84,0.162,✔️,0.0,False,GPU
-27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1259.0,+81/-56,15.336,0.167,24.72,16.57,2665.36,2.619,✔️,0.0,False,CPU
-28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1243.0,+49/-50,16.945,0.134,25.68,14.64,1634.54,0.054,✔️,0.0,False,CPU
-29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1224.0,+62/-72,17.235,0.163,26.88,15.4,644.55,5.974,✔️,0.0,False,CPU
-30,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1222.0,+52/-53,17.663,0.153,26.97,15.18,7.32,0.054,✔️,0.0,False,CPU
-31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1221.0,+56/-50,16.483,0.123,27.02,16.05,10.89,2.249,✔️,0.0,False,GPU
-32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1185.0,+72/-49,17.457,0.08,29.23,18.73,2665.36,0.143,✔️,0.0,False,CPU
-33,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1174.0,+64/-77,18.602,0.071,29.9,17.46,644.55,0.398,✔️,0.0,False,CPU
-34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1167.0,+63/-83,19.966,0.087,30.28,19.64,203.15,0.968,✔️,0.0,False,CPU
-35,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1162.0,+61/-59,18.743,0.058,30.6,22.99,1.94,0.121,✔️,0.0,False,CPU
-36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1132.0,+45/-51,19.177,0.033,32.32,27.15,2.44,0.121,✔️,0.0,False,CPU
-37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1131.0,+59/-76,20.887,0.054,32.38,21.08,203.15,0.091,✔️,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1107.0,+54/-85,21.614,0.049,33.76,20.87,484.22,1.025,✔️,0.0,False,CPU
-39,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1074.0,+108/-127,23.463,0.142,35.56,18.38,1.3,0.15,➖,0.0,False,GPU
-40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1073.0,+51/-82,22.235,0.024,35.64,21.78,484.22,0.086,✔️,0.0,False,CPU
-41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1056.0,+61/-76,22.185,0.028,36.52,25.42,9.39,0.13,✔️,0.0,False,CPU
-42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1021.0,+89/-132,28.012,0.073,38.3,23.69,278.97,0.873,✔️,0.0,False,CPU
-43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1012.0,+76/-85,22.938,0.012,38.71,22.33,2.97,0.388,✔️,0.0,False,CPU
-44,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+58/-111,25.166,0.018,39.3,30.97,0.42,0.041,✔️,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),998.0,+96/-137,28.578,0.053,39.38,24.75,278.97,0.103,✔️,0.0,False,CPU
-46,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),988.0,+75/-112,25.72,0.019,39.87,27.69,90.71,1.623,✔️,0.0,False,CPU
-47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),986.0,+81/-105,25.768,0.027,39.92,31.85,3.71,0.919,✔️,0.0,False,GPU
-48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),964.0,+79/-130,26.469,0.015,40.92,33.63,0.33,0.043,✔️,0.0,False,CPU
-49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),952.0,+88/-162,30.627,0.034,41.4,27.1,1.48,0.139,✔️,0.0,False,CPU
-50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),921.0,+80/-144,29.993,0.001,42.66,27.85,90.71,0.125,✔️,0.0,False,CPU
-51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),616.0,+109/-176,43.126,0.0,49.97,44.93,0.22,0.02,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1579.0,+110/-76,0.73,8.69,3.35,7.361,593.57,8.084,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1578.0,+97/-57,0.767,8.74,4.21,6.542,5.96,0.554,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1572.0,+145/-68,0.741,8.94,3.22,5.104,2052.28,8.252,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1545.0,+131/-56,0.703,9.95,3.82,6.409,2052.28,1.266,✔️,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1433.0,+79/-50,0.441,15.09,9.43,12.254,2950.72,15.595,✔️,0.0,False,GPU
+5,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1423.0,+84/-57,0.412,15.62,8.49,12.402,2457.54,1.658,✔️,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1412.0,+87/-69,0.411,16.17,9.22,11.938,1921.63,1.718,✔️,0.0,False,CPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1402.0,+83/-72,0.441,16.75,5.56,9.277,5351.68,268.579,✔️,0.0,False,GPU
+8,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1389.0,+81/-66,0.442,17.46,7.88,14.196,317.91,1.983,➖,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1368.0,+83/-73,0.383,18.62,5.64,10.087,5351.68,37.621,✔️,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1364.0,+49/-38,0.304,18.85,12.83,14.268,512.57,1.18,✔️,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1359.0,+84/-59,0.317,19.15,10.56,13.405,2457.54,0.178,✔️,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1332.0,+44/-34,0.233,20.79,14.54,14.714,512.57,0.243,✔️,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1329.0,+78/-60,0.246,20.93,10.42,14.141,2950.72,1.225,✔️,0.0,False,GPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1318.0,+88/-70,0.235,21.62,9.19,14.237,4806.04,0.512,✔️,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1310.0,+52/-43,0.217,22.11,15.1,15.327,1096.5,0.584,✔️,0.0,False,CPU
+16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1308.0,+62/-46,0.233,22.19,14.15,15.265,4.81,0.08,✔️,0.0,False,CPU
+17,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1308.0,+70/-72,0.341,22.23,8.05,15.885,9.05,1.763,➖,0.0,False,GPU
+18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1304.0,+53/-43,0.216,22.45,15.42,15.334,1096.5,0.074,✔️,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1295.0,+88/-75,0.322,22.98,7.75,13.079,51.83,43.615,✔️,0.0,False,GPU
+20,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1289.0,+50/-68,0.207,23.38,12.61,15.283,711.84,2.983,✔️,0.0,False,GPU
+21,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1287.0,+46/-42,0.195,23.47,15.89,15.743,693.49,1.398,✔️,0.0,False,CPU
+22,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1277.0,+68/-60,0.243,24.1,13.14,16.187,10.08,0.152,✔️,0.0,False,GPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1276.0,+112/-108,0.286,24.17,9.59,15.532,4806.04,8.461,✔️,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1266.0,+47/-48,0.158,24.82,15.22,16.479,1634.54,0.422,✔️,0.0,False,CPU
+25,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1264.0,+60/-64,0.198,24.94,11.88,16.81,14.37,0.334,✔️,0.0,False,GPU
+26,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1263.0,+41/-34,0.139,24.97,16.55,16.108,693.49,0.194,✔️,0.0,False,CPU
+27,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1262.0,+52/-62,0.169,25.06,12.79,16.239,711.84,0.162,✔️,0.0,False,GPU
+28,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1257.0,+81/-56,0.157,25.34,16.93,15.403,2665.36,2.619,✔️,0.0,False,CPU
+29,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1242.0,+49/-49,0.118,26.26,14.95,17.014,1634.54,0.054,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1222.0,+60/-72,0.156,27.55,15.83,17.306,644.55,5.974,✔️,0.0,False,CPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1221.0,+51/-54,0.137,27.6,15.68,17.733,7.32,0.054,✔️,0.0,False,CPU
+32,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1219.0,+55/-50,0.114,27.71,16.67,16.552,10.89,2.249,✔️,0.0,False,GPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1184.0,+72/-49,0.073,29.91,19.12,17.523,2665.36,0.143,✔️,0.0,False,CPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1172.0,+63/-77,0.066,30.61,18.16,18.673,644.55,0.398,✔️,0.0,False,CPU
+35,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1166.0,+64/-81,0.086,30.96,19.99,20.037,203.15,0.968,✔️,0.0,False,CPU
+36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1162.0,+59/-57,0.056,31.26,23.37,18.81,1.94,0.121,✔️,0.0,False,CPU
+37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1132.0,+45/-52,0.032,33.0,27.65,19.243,2.44,0.121,✔️,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1131.0,+60/-76,0.054,33.09,21.73,20.959,203.15,0.091,✔️,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1107.0,+53/-85,0.048,34.49,21.37,21.684,484.22,1.025,✔️,0.0,False,CPU
+40,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1073.0,+108/-128,0.134,36.37,18.98,23.536,1.3,0.15,➖,0.0,False,GPU
+41,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1073.0,+51/-83,0.024,36.4,23.97,22.305,484.22,0.086,✔️,0.0,False,CPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1055.0,+60/-79,0.02,37.33,26.07,22.252,9.39,0.13,✔️,0.0,False,CPU
+43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1020.0,+89/-134,0.073,39.13,24.1,28.077,278.97,0.873,✔️,0.0,False,CPU
+44,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1012.0,+77/-84,0.005,39.52,23.1,23.004,2.97,0.388,✔️,0.0,False,CPU
+45,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+56/-111,0.018,40.12,32.28,25.235,0.42,0.041,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),998.0,+96/-137,0.053,40.21,25.22,28.642,278.97,0.103,✔️,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),988.0,+75/-112,0.019,40.66,28.13,25.787,90.71,1.623,✔️,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),986.0,+81/-107,0.02,40.77,32.62,25.835,3.71,0.919,✔️,0.0,False,GPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),965.0,+80/-126,0.015,41.74,34.42,26.537,0.33,0.043,✔️,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),953.0,+88/-165,0.034,42.25,27.54,30.687,1.48,0.139,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),922.0,+80/-143,0.001,43.51,28.3,30.058,90.71,0.125,✔️,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),616.0,+110/-170,0.0,50.94,45.74,43.18,0.22,0.02,✔️,0.0,False,CPU

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data/imputation_no/splits_all/tasks_binary/datasets_tabpfn/website_leaderboard.csv

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-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1600.0,+91/-54,7.184,0.729,10.36,5.33,5.52,0.529,✔️,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1588.0,+113/-69,5.826,0.685,10.87,4.46,2046.25,8.114,✔️,0.0,False,GPU
-2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1584.0,+88/-56,8.183,0.662,11.04,4.67,592.15,8.082,✔️,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1569.0,+104/-64,7.089,0.657,11.74,4.79,2046.25,1.254,✔️,0.0,False,GPU
-4,🧠⚡,Foundation Model,[Mitra (default)](https://arxiv.org/abs/2510.21204),1510.0,+92/-60,10.733,0.585,14.67,5.88,144.27,3.772,✔️,0.0,False,GPU
-5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),1497.0,+79/-54,10.68,0.512,15.33,6.23,3445.6,51.274,✔️,0.0,False,GPU
-6,🧠⚡,Foundation Model,[LimiX (default)](https://arxiv.org/abs/2509.03505),1486.0,+98/-79,11.297,0.565,15.96,5.68,3.76,0.527,➖,0.0,False,GPU
-7,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1479.0,+79/-67,10.213,0.493,16.35,5.93,8.06,1.714,✔️,0.0,False,GPU
-8,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1442.0,+65/-50,13.145,0.385,18.49,11.6,2879.46,14.626,✔️,0.0,False,GPU
-9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1438.0,+75/-59,13.186,0.362,18.78,9.99,2379.18,1.595,✔️,0.0,False,GPU
-10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1430.0,+69/-59,14.423,0.406,19.25,9.32,316.0,1.931,➖,0.0,False,GPU
-11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1419.0,+76/-58,12.9,0.339,19.93,11.82,1828.68,1.648,✔️,0.0,False,CPU
-12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1419.0,+84/-68,10.011,0.391,19.94,6.64,5319.2,249.314,✔️,0.0,False,GPU
-13,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),1415.0,+108/-75,13.416,0.407,20.2,6.42,3445.6,0.995,✔️,0.0,False,GPU
-14,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1399.0,+104/-71,10.637,0.361,21.18,6.68,5319.2,29.488,✔️,0.0,False,GPU
-15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1381.0,+86/-58,14.163,0.273,22.36,12.32,2379.18,0.176,✔️,0.0,False,GPU
-16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1376.0,+45/-44,15.222,0.233,22.67,15.32,449.53,1.149,✔️,0.0,False,CPU
-17,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),1372.0,+96/-85,15.503,0.405,22.91,8.63,3.73,0.488,✔️,0.0,False,GPU
-18,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1352.0,+65/-52,14.896,0.22,24.25,12.67,2879.46,0.944,✔️,0.0,False,GPU
-19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1347.0,+63/-58,14.824,0.225,24.59,10.35,4575.49,0.51,✔️,0.0,False,GPU
-20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1347.0,+38/-37,15.649,0.17,24.6,17.27,449.53,0.215,✔️,0.0,False,CPU
-21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1326.0,+105/-79,13.65,0.303,25.96,8.98,51.44,43.709,✔️,0.0,False,GPU
-22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1326.0,+61/-49,16.157,0.189,25.97,16.69,4.7,0.08,✔️,0.0,False,CPU
-23,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1323.0,+56/-53,16.287,0.151,26.23,17.99,1081.93,0.556,✔️,0.0,False,CPU
-24,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1316.0,+56/-45,16.312,0.159,26.64,19.09,1081.93,0.074,✔️,0.0,False,CPU
-25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1308.0,+67/-67,16.789,0.219,27.19,14.07,9.81,0.146,✔️,0.0,False,GPU
-26,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1302.0,+53/-58,16.244,0.162,27.58,15.63,592.34,2.767,✔️,0.0,False,GPU
-27,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1298.0,+52/-52,16.778,0.138,27.86,19.56,645.57,1.032,✔️,0.0,False,CPU
-28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1295.0,+66/-71,17.352,0.174,28.07,13.53,14.36,0.311,✔️,0.0,False,GPU
-29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1292.0,+50/-50,17.207,0.129,28.32,17.46,1618.46,0.415,✔️,0.0,False,CPU
-30,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1290.0,+97/-103,16.484,0.254,28.39,11.16,4575.49,8.396,✔️,0.0,False,GPU
-31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1286.0,+69/-58,15.992,0.14,28.68,19.64,2576.18,2.415,✔️,0.0,False,CPU
-32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1280.0,+54/-58,17.188,0.127,29.14,15.16,592.34,0.146,✔️,0.0,False,GPU
-33,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1275.0,+42/-42,17.137,0.084,29.47,19.6,645.57,0.172,✔️,0.0,False,CPU
-34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1271.0,+52/-55,17.71,0.1,29.74,16.79,1618.46,0.054,✔️,0.0,False,CPU
-35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1254.0,+54/-58,18.247,0.115,30.88,16.81,6.86,0.052,✔️,0.0,False,CPU
-36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1253.0,+67/-78,17.887,0.143,30.93,17.0,618.9,5.468,✔️,0.0,False,CPU
-37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1250.0,+55/-56,17.097,0.088,31.15,18.15,10.47,1.987,✔️,0.0,False,GPU
-38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1213.0,+63/-50,17.997,0.062,33.59,21.56,2576.18,0.136,✔️,0.0,False,CPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1206.0,+67/-74,19.212,0.058,34.09,19.4,618.9,0.352,✔️,0.0,False,CPU
-40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1183.0,+84/-72,21.088,0.067,35.56,23.19,199.83,0.865,✔️,0.0,False,CPU
-41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1172.0,+64/-60,19.888,0.025,36.23,29.08,1.77,0.119,✔️,0.0,False,CPU
-42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1150.0,+78/-78,21.933,0.04,37.6,25.09,199.83,0.086,✔️,0.0,False,CPU
-43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1144.0,+40/-43,20.296,0.018,38.0,32.13,2.2,0.12,✔️,0.0,False,CPU
-44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1110.0,+95/-131,23.531,0.115,40.03,21.41,1.24,0.143,➖,0.0,False,GPU
-45,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1108.0,+65/-85,22.968,0.02,40.14,26.17,440.56,0.933,✔️,0.0,False,CPU
-46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1086.0,+75/-74,22.66,0.018,41.44,29.26,8.39,0.127,✔️,0.0,False,CPU
-47,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1078.0,+52/-79,23.518,0.004,41.88,24.91,440.56,0.085,✔️,0.0,False,CPU
-48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1057.0,+98/-123,28.113,0.071,43.04,26.02,273.27,0.715,✔️,0.0,False,CPU
-49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1043.0,+78/-87,23.546,0.0,43.76,24.97,2.84,0.381,✔️,0.0,False,CPU
-50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1034.0,+94/-126,28.584,0.047,44.19,27.79,273.27,0.098,✔️,0.0,False,CPU
-51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1020.0,+83/-108,26.329,0.02,44.93,30.67,89.68,1.55,✔️,0.0,False,CPU
-52,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1002.0,+98/-112,26.937,0.011,45.79,36.55,2.96,0.796,✔️,0.0,False,GPU
-53,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+63/-105,26.578,0.003,45.87,37.86,0.42,0.04,✔️,0.0,False,CPU
-54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),989.0,+102/-139,30.404,0.03,46.39,30.04,1.44,0.138,✔️,0.0,False,CPU
-55,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),976.0,+93/-114,27.729,0.012,46.96,38.72,0.31,0.042,✔️,0.0,False,CPU
-56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),953.0,+86/-138,30.595,0.001,47.95,30.7,89.68,0.12,✔️,0.0,False,CPU
-57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),639.0,+130/-215,43.912,0.0,55.9,49.79,0.21,0.019,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1599.0,+90/-55,0.723,10.53,5.5,7.231,5.52,0.529,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1587.0,+114/-70,0.683,11.08,4.49,5.873,2046.25,8.114,✔️,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1583.0,+88/-56,0.658,11.25,4.69,8.229,592.15,8.082,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1567.0,+106/-65,0.656,11.95,4.83,7.134,2046.25,1.254,✔️,0.0,False,GPU
+4,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),1509.0,+91/-59,0.583,14.91,5.98,10.778,144.27,3.772,✔️,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),1495.0,+80/-55,0.508,15.65,6.32,10.726,3445.6,51.274,✔️,0.0,False,GPU
+6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),1486.0,+98/-78,0.555,16.17,5.79,11.342,3.76,0.527,➖,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1478.0,+80/-66,0.489,16.63,6.0,10.261,8.06,1.714,✔️,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1441.0,+65/-51,0.377,18.88,11.78,13.189,2879.46,14.626,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1436.0,+74/-57,0.355,19.16,10.11,13.231,2379.18,1.595,✔️,0.0,False,GPU
+10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1429.0,+70/-59,0.403,19.6,9.45,14.468,316.0,1.931,➖,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1418.0,+85/-67,0.384,20.3,6.67,10.056,5319.2,249.314,✔️,0.0,False,GPU
+12,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1417.0,+77/-58,0.341,20.36,12.1,12.945,1828.68,1.648,✔️,0.0,False,CPU
+13,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),1414.0,+107/-75,0.401,20.53,6.55,13.459,3445.6,0.995,✔️,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1398.0,+105/-70,0.362,21.58,6.73,10.683,5319.2,29.488,✔️,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1379.0,+86/-58,0.269,22.84,12.52,14.209,2379.18,0.176,✔️,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1374.0,+44/-43,0.233,23.14,15.56,15.267,449.53,1.149,✔️,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),1371.0,+97/-83,0.393,23.35,8.81,15.549,3.73,0.488,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1351.0,+65/-52,0.22,24.7,12.84,14.939,2879.46,0.944,✔️,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1346.0,+63/-58,0.227,25.06,10.58,14.868,4575.49,0.51,✔️,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1345.0,+38/-37,0.172,25.11,17.55,15.693,449.53,0.215,✔️,0.0,False,CPU
+21,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1326.0,+61/-49,0.187,26.43,16.97,16.201,4.7,0.08,✔️,0.0,False,CPU
+22,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1325.0,+106/-80,0.304,26.47,9.08,13.696,51.44,43.709,✔️,0.0,False,GPU
+23,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1323.0,+83/-71,0.282,26.63,10.3,16.884,8.81,1.55,➖,0.0,False,GPU
+24,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1322.0,+56/-53,0.151,26.66,18.33,16.332,1081.93,0.556,✔️,0.0,False,CPU
+25,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1316.0,+55/-43,0.16,27.12,19.39,16.356,1081.93,0.074,✔️,0.0,False,CPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1307.0,+67/-67,0.213,27.72,15.01,16.834,9.81,0.146,✔️,0.0,False,GPU
+27,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1301.0,+53/-58,0.161,28.16,16.07,16.289,592.34,2.767,✔️,0.0,False,GPU
+28,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1297.0,+51/-52,0.139,28.42,19.99,16.823,645.57,1.032,✔️,0.0,False,CPU
+29,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1294.0,+66/-71,0.17,28.61,13.79,17.396,14.36,0.311,✔️,0.0,False,GPU
+30,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1291.0,+49/-50,0.126,28.86,17.91,17.251,1618.46,0.415,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1290.0,+95/-103,0.256,28.89,11.23,16.525,4575.49,8.396,✔️,0.0,False,GPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1285.0,+69/-59,0.142,29.28,19.96,16.034,2576.18,2.415,✔️,0.0,False,CPU
+33,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1278.0,+55/-57,0.128,29.72,15.38,17.23,592.34,0.146,✔️,0.0,False,GPU
+34,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1273.0,+40/-43,0.083,30.07,19.91,17.181,645.57,0.172,✔️,0.0,False,CPU
+35,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1270.0,+51/-55,0.097,30.3,17.07,17.754,1618.46,0.054,✔️,0.0,False,CPU
+36,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1253.0,+54/-58,0.107,31.5,17.3,18.291,6.86,0.052,✔️,0.0,False,CPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1251.0,+67/-78,0.143,31.58,17.4,17.932,618.9,5.468,✔️,0.0,False,CPU
+38,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1248.0,+55/-56,0.088,31.83,18.75,17.14,10.47,1.987,✔️,0.0,False,GPU
+39,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1212.0,+63/-51,0.064,34.26,21.93,18.039,2576.18,0.136,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1204.0,+67/-73,0.058,34.79,20.06,19.257,618.9,0.352,✔️,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1182.0,+84/-72,0.065,36.24,23.51,21.134,199.83,0.865,✔️,0.0,False,CPU
+42,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1172.0,+64/-62,0.028,36.89,29.5,19.93,1.77,0.119,✔️,0.0,False,CPU
+43,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1150.0,+78/-74,0.038,38.3,25.55,21.978,199.83,0.086,✔️,0.0,False,CPU
+44,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1144.0,+40/-44,0.019,38.69,32.62,20.337,2.2,0.12,✔️,0.0,False,CPU
+45,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1109.0,+94/-132,0.115,40.84,21.9,23.577,1.24,0.143,➖,0.0,False,GPU
+46,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1108.0,+65/-83,0.021,40.89,26.68,23.012,440.56,0.933,✔️,0.0,False,CPU
+47,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1085.0,+76/-74,0.02,42.24,29.74,22.701,8.39,0.127,✔️,0.0,False,CPU
+48,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1078.0,+52/-80,0.004,42.65,27.65,23.562,440.56,0.085,✔️,0.0,False,CPU
+49,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1056.0,+97/-122,0.071,43.86,26.41,28.155,273.27,0.715,✔️,0.0,False,CPU
+50,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1043.0,+79/-88,0.0,44.57,25.84,23.586,2.84,0.381,✔️,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1034.0,+95/-124,0.048,45.02,28.26,28.625,273.27,0.098,✔️,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1020.0,+84/-108,0.02,45.71,31.07,26.372,89.68,1.55,✔️,0.0,False,CPU
+53,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1002.0,+98/-114,0.008,46.63,37.26,26.979,2.96,0.796,✔️,0.0,False,GPU
+54,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+63/-102,0.004,46.71,39.28,26.621,0.42,0.04,✔️,0.0,False,CPU
+55,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),989.0,+101/-141,0.03,47.23,30.44,30.443,1.44,0.138,✔️,0.0,False,CPU
+56,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),977.0,+92/-114,0.012,47.78,39.45,27.771,0.31,0.042,✔️,0.0,False,CPU
+57,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),954.0,+87/-138,0.001,48.79,31.12,30.638,89.68,0.12,✔️,0.0,False,CPU
+58,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),640.0,+129/-216,0.0,56.88,50.58,43.946,0.21,0.019,✔️,0.0,False,CPU

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@@ -1,53 +1,54 @@
-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1673.0,+76/-63,6.447,0.809,7.05,3.08,545.23,6.469,✔️,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1593.0,+81/-76,5.921,0.709,9.74,3.16,2046.25,8.976,✔️,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1566.0,+79/-70,6.967,0.671,10.79,3.98,2046.25,1.329,✔️,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1550.0,+72/-69,7.392,0.683,11.47,4.59,5.76,0.794,✔️,0.0,False,GPU
-4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1516.0,+78/-58,10.128,0.533,13.01,5.2,1684.49,1.97,✔️,0.0,False,CPU
-5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1500.0,+62/-54,10.684,0.508,13.74,8.2,2879.46,12.49,✔️,0.0,False,GPU
-6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1472.0,+76/-48,12.019,0.449,15.12,7.64,2466.21,1.502,✔️,0.0,False,GPU
-7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1440.0,+48/-36,13.132,0.374,16.81,11.12,382.05,1.488,✔️,0.0,False,CPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1421.0,+77/-56,11.076,0.428,17.83,6.22,4940.61,307.751,✔️,0.0,False,GPU
-9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1417.0,+73/-58,12.922,0.367,18.06,8.85,2466.21,0.176,✔️,0.0,False,GPU
-10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1416.0,+58/-47,12.344,0.328,18.11,9.33,2879.46,0.598,✔️,0.0,False,GPU
-11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1415.0,+54/-46,12.625,0.349,18.15,10.54,1372.94,0.556,✔️,0.0,False,CPU
-12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1406.0,+58/-44,12.832,0.338,18.65,10.04,1372.94,0.074,✔️,0.0,False,CPU
-13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1396.0,+41/-34,13.856,0.279,19.26,13.36,382.05,0.254,✔️,0.0,False,CPU
-14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1386.0,+53/-47,13.978,0.305,19.81,11.85,685.87,1.455,✔️,0.0,False,CPU
-15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1383.0,+50/-46,13.472,0.325,19.97,10.59,5.72,0.076,✔️,0.0,False,CPU
-16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1376.0,+57/-54,15.277,0.354,20.4,10.32,282.72,1.886,➖,0.0,False,GPU
-17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1371.0,+89/-82,13.51,0.345,20.64,9.1,4879.89,8.744,✔️,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1370.0,+60/-41,13.555,0.238,20.74,9.81,4879.89,0.525,✔️,0.0,False,GPU
-19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1359.0,+47/-44,14.358,0.245,21.35,14.58,685.87,0.205,✔️,0.0,False,CPU
-20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1358.0,+67/-58,12.802,0.307,21.4,7.33,4940.61,41.606,✔️,0.0,False,GPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1337.0,+44/-45,14.984,0.226,22.61,13.17,934.1,3.063,✔️,0.0,False,GPU
-22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1318.0,+43/-36,16.035,0.183,23.73,15.62,2686.11,0.47,✔️,0.0,False,CPU
-23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1315.0,+61/-54,15.709,0.254,23.93,13.32,10.21,0.138,✔️,0.0,False,GPU
-24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1314.0,+45/-43,14.908,0.184,23.95,16.27,2389.22,2.158,✔️,0.0,False,CPU
-25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1294.0,+51/-54,16.495,0.175,25.17,14.33,934.1,0.169,✔️,0.0,False,GPU
-26,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1280.0,+45/-38,16.759,0.126,25.99,16.88,2686.11,0.054,✔️,0.0,False,CPU
-27,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1277.0,+67/-64,16.109,0.238,26.17,9.08,49.21,43.824,✔️,0.0,False,GPU
-28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1266.0,+61/-60,17.277,0.169,26.82,15.31,618.9,4.766,✔️,0.0,False,CPU
-29,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1252.0,+44/-46,17.998,0.128,27.62,18.04,6.86,0.057,✔���,0.0,False,CPU
-30,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1252.0,+46/-45,17.837,0.125,27.62,15.26,14.78,0.346,✔️,0.0,False,GPU
-31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1243.0,+40/-37,17.108,0.087,28.19,19.4,10.47,1.707,✔️,0.0,False,GPU
-32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1232.0,+48/-52,17.195,0.106,28.81,19.48,1.77,0.117,✔️,0.0,False,CPU
-33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1228.0,+47/-37,17.147,0.081,29.06,20.0,2389.22,0.152,✔️,0.0,False,CPU
-34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1214.0,+52/-52,18.724,0.1,29.84,19.19,189.76,0.743,✔️,0.0,False,CPU
-35,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1195.0,+53/-59,19.123,0.074,30.91,19.12,618.9,0.298,✔️,0.0,False,CPU
-36,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1188.0,+64/-57,19.635,0.09,31.32,18.57,323.74,0.743,✔️,0.0,False,CPU
-37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1188.0,+48/-38,18.263,0.065,31.32,26.28,1.79,0.12,✔️,0.0,False,CPU
-38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1172.0,+54/-54,19.957,0.073,32.24,19.76,189.76,0.079,✔️,0.0,False,CPU
-39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1150.0,+60/-56,20.504,0.062,33.44,18.14,323.74,0.076,✔️,0.0,False,CPU
-40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1085.0,+45/-56,21.856,0.015,36.8,28.14,6.83,0.147,✔️,0.0,False,CPU
-41,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1041.0,+86/-88,29.56,0.043,38.9,28.09,252.58,0.528,✔️,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1038.0,+63/-67,24.207,0.017,39.03,26.67,2.91,0.368,✔️,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1019.0,+67/-93,27.374,0.02,39.87,26.93,139.84,3.615,✔️,0.0,False,CPU
-44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1013.0,+86/-103,28.483,0.079,40.12,25.02,1.11,0.189,➖,0.0,False,GPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1010.0,+87/-92,30.319,0.031,40.23,29.46,252.58,0.089,✔️,0.0,False,CPU
-46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1005.0,+73/-85,27.121,0.032,40.44,33.02,3.61,0.939,✔️,0.0,False,GPU
-47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+58/-63,26.637,0.01,40.67,34.46,0.38,0.037,✔️,0.0,False,CPU
-48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),947.0,+68/-72,28.882,0.008,42.72,37.34,0.25,0.041,✔️,0.0,False,CPU
-49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),927.0,+94/-111,33.16,0.019,43.43,32.94,1.29,0.131,✔️,0.0,False,CPU
-50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),900.0,+84/-117,33.585,0.004,44.32,32.53,139.84,0.193,✔️,0.0,False,CPU
-51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),563.0,+111/-112,49.469,0.0,50.66,47.64,0.18,0.029,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1669.0,+76/-62,0.799,7.22,3.13,6.694,545.23,6.469,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1590.0,+84/-75,0.702,9.93,3.23,6.231,2046.25,8.976,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1564.0,+79/-69,0.665,10.99,4.06,7.277,2046.25,1.329,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1549.0,+70/-69,0.668,11.64,4.83,7.723,5.76,0.794,✔️,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1512.0,+75/-57,0.529,13.34,5.33,10.293,1684.49,1.97,✔️,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1497.0,+62/-53,0.491,14.04,8.47,10.95,2879.46,12.49,✔️,0.0,False,GPU
+6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1470.0,+74/-48,0.438,15.44,7.76,12.209,2466.21,1.502,✔️,0.0,False,GPU
+7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1438.0,+49/-36,0.371,17.15,11.3,13.284,382.05,1.488,✔️,0.0,False,CPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1419.0,+76/-55,0.412,18.2,6.28,11.26,4940.61,307.751,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1414.0,+71/-57,0.362,18.46,8.99,13.099,2466.21,0.176,✔️,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1414.0,+54/-46,0.342,18.49,10.72,12.859,1372.94,0.556,✔️,0.0,False,CPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1414.0,+58/-47,0.32,18.5,9.62,12.585,2879.46,0.598,✔️,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1404.0,+58/-44,0.331,19.02,10.17,13.063,1372.94,0.074,✔️,0.0,False,CPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1393.0,+41/-34,0.277,19.66,13.6,14.01,382.05,0.254,✔️,0.0,False,CPU
+14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1384.0,+52/-46,0.299,20.21,12.02,14.152,685.87,1.455,✔️,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1382.0,+50/-46,0.314,20.34,10.74,13.612,5.72,0.076,✔️,0.0,False,CPU
+16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1374.0,+56/-53,0.341,20.8,10.53,15.45,282.72,1.886,➖,0.0,False,GPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1370.0,+87/-81,0.341,21.05,9.2,13.701,4879.89,8.744,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1368.0,+61/-42,0.234,21.16,10.12,13.731,4879.89,0.525,✔️,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1357.0,+47/-43,0.238,21.77,14.81,14.536,685.87,0.205,✔️,0.0,False,CPU
+20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1356.0,+67/-57,0.307,21.86,7.42,12.959,4940.61,41.606,✔️,0.0,False,GPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1335.0,+44/-45,0.218,23.1,13.49,15.198,934.1,3.063,✔️,0.0,False,GPU
+22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1317.0,+44/-35,0.175,24.18,16.09,16.189,2686.11,0.47,✔️,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1313.0,+59/-53,0.246,24.44,13.9,15.854,10.21,0.138,✔️,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1312.0,+46/-43,0.176,24.47,16.54,15.04,2389.22,2.158,✔️,0.0,False,CPU
+25,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1302.0,+58/-72,0.276,25.08,8.55,16.27,13.7,2.033,➖,0.0,False,GPU
+26,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1293.0,+51/-54,0.167,25.65,14.59,16.694,934.1,0.169,✔️,0.0,False,GPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1279.0,+45/-38,0.117,26.47,17.19,16.916,2686.11,0.054,✔️,0.0,False,CPU
+28,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1275.0,+67/-65,0.239,26.72,9.22,16.216,49.21,43.824,✔️,0.0,False,GPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1264.0,+60/-59,0.164,27.4,15.69,17.391,618.9,4.766,✔️,0.0,False,CPU
+30,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1251.0,+44/-45,0.121,28.17,18.5,18.133,6.86,0.057,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1251.0,+46/-45,0.119,28.17,15.89,17.971,14.78,0.346,✔️,0.0,False,GPU
+32,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1241.0,+40/-36,0.084,28.81,20.01,17.234,10.47,1.707,✔️,0.0,False,GPU
+33,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1232.0,+48/-52,0.106,29.32,19.69,17.334,1.77,0.117,✔️,0.0,False,CPU
+34,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1226.0,+47/-39,0.08,29.66,20.33,17.256,2389.22,0.152,✔️,0.0,False,CPU
+35,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1213.0,+52/-51,0.098,30.45,19.47,18.91,189.76,0.743,✔️,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1194.0,+53/-57,0.071,31.59,19.73,19.231,618.9,0.298,✔️,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1188.0,+64/-56,0.087,31.93,18.98,19.848,323.74,0.743,✔️,0.0,False,CPU
+38,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1187.0,+48/-39,0.066,31.94,26.71,18.379,1.79,0.12,✔️,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1171.0,+54/-53,0.072,32.9,20.18,20.13,189.76,0.079,✔️,0.0,False,CPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1150.0,+60/-57,0.061,34.08,19.24,20.715,323.74,0.076,✔️,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1084.0,+45/-56,0.011,37.55,28.82,21.982,6.83,0.147,✔️,0.0,False,CPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1039.0,+85/-86,0.042,39.73,28.62,29.688,252.58,0.528,✔️,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1037.0,+64/-66,0.013,39.83,27.44,24.295,2.91,0.368,✔️,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1019.0,+66/-94,0.022,40.65,27.31,27.469,139.84,3.615,✔️,0.0,False,CPU
+45,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1012.0,+85/-101,0.074,40.95,25.75,28.567,1.11,0.189,➖,0.0,False,GPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1010.0,+86/-88,0.03,41.07,30.05,30.426,252.58,0.089,✔️,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1006.0,+72/-84,0.027,41.24,33.86,27.299,3.61,0.939,✔️,0.0,False,GPU
+48,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+59/-60,0.01,41.48,35.59,26.755,0.38,0.037,✔️,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),948.0,+69/-70,0.008,43.55,38.13,28.978,0.25,0.041,✔️,0.0,False,CPU
+50,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),926.0,+93/-110,0.019,44.32,33.53,33.241,1.29,0.131,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),900.0,+84/-113,0.006,45.19,33.06,33.665,139.84,0.193,✔️,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),563.0,+112/-114,0.0,51.64,48.53,49.526,0.18,0.029,✔️,0.0,False,CPU

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data/imputation_no/splits_all/tasks_classification/datasets_medium/website_leaderboard.csv

@@ -1,54 +1,55 @@
-#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1929.0,+143/-60,2.178,0.907,4.76,2.46,275.97,2.818,✔️,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1873.0,+172/-66,2.411,0.859,5.97,2.64,314.17,2.249,✔️,0.0,False,CPU
-2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1707.0,+129/-66,5.406,0.618,11.18,6.2,697.8,0.199,✔️,0.0,False,CPU
-3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1705.0,+141/-72,5.651,0.623,11.24,5.16,697.8,0.023,✔️,0.0,False,CPU
-4,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1676.0,+124/-64,5.593,0.609,12.42,5.87,2.44,0.027,✔️,0.0,False,CPU
-5,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1673.0,+138/-96,7.874,0.542,12.54,7.25,207.65,0.398,✔️,0.0,False,CPU
-6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1669.0,+144/-74,8.132,0.529,12.7,8.34,93.21,0.758,✔️,0.0,False,CPU
-7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1651.0,+120/-91,7.253,0.517,13.46,8.65,1624.54,1.763,✔️,0.0,False,GPU
-8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1646.0,+218/-129,7.545,0.54,13.7,3.82,783.29,13.79,✔️,0.0,False,GPU
-9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1626.0,+148/-132,7.556,0.53,14.59,7.55,2338.19,14.248,✔️,0.0,False,GPU
-10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1604.0,+180/-118,8.633,0.462,15.6,6.08,1398.9,0.645,✔️,0.0,False,GPU
-11,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1599.0,+111/-77,8.689,0.429,15.82,11.69,207.65,0.056,✔️,0.0,False,CPU
-12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1594.0,+205/-121,8.372,0.468,16.03,6.06,783.29,1.924,✔️,0.0,False,GPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1567.0,+129/-90,8.727,0.338,17.34,9.49,1624.54,0.083,✔️,0.0,False,GPU
-14,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1554.0,+167/-78,9.811,0.346,17.97,11.64,93.21,0.087,✔️,0.0,False,CPU
-15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1554.0,+190/-148,9.345,0.412,17.98,6.83,1398.9,0.062,✔️,0.0,False,GPU
-16,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1541.0,+154/-119,9.121,0.414,18.63,8.37,2.3,0.82,✔️,0.0,False,GPU
-17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1518.0,+166/-148,9.743,0.413,19.76,8.93,7.51,3.146,✔️,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1508.0,+114/-82,10.245,0.263,20.28,12.89,2338.19,0.54,✔️,0.0,False,GPU
-19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1486.0,+156/-141,9.963,0.326,21.43,8.09,4805.66,461.797,✔️,0.0,False,GPU
-20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1476.0,+89/-75,10.081,0.234,21.91,15.1,1169.3,1.442,✔️,0.0,False,CPU
-21,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1466.0,+146/-106,12.538,0.216,22.47,15.25,893.93,0.205,✔️,0.0,False,CPU
-22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1438.0,+156/-129,10.925,0.255,23.92,13.66,0.47,0.052,✔️,0.0,False,CPU
-23,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1422.0,+131/-134,12.437,0.177,24.79,16.12,709.85,2.929,✔️,0.0,False,GPU
-24,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1398.0,+160/-107,13.588,0.139,26.12,19.84,893.93,0.016,✔️,0.0,False,CPU
-25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1388.0,+130/-132,14.508,0.146,26.66,20.31,709.85,0.19,✔️,0.0,False,GPU
-26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1385.0,+149/-155,12.673,0.217,26.8,15.57,5.67,0.081,✔️,0.0,False,GPU
-27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1359.0,+84/-82,13.533,0.069,28.18,24.73,6.98,0.233,✔️,0.0,False,GPU
-28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1357.0,+96/-140,14.453,0.11,28.29,21.75,389.62,2.114,✔️,0.0,False,CPU
-29,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1350.0,+138/-132,15.914,0.122,28.69,21.21,84.36,0.919,➖,0.0,False,GPU
-30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1345.0,+81/-84,12.262,0.073,28.91,23.58,1169.3,0.053,✔️,0.0,False,CPU
-31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1342.0,+125/-102,15.622,0.084,29.11,25.2,2.09,0.019,✔️,0.0,False,CPU
-32,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1329.0,+117/-121,13.696,0.078,29.75,19.44,4805.66,43.211,✔️,0.0,False,GPU
-33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1327.0,+118/-103,13.691,0.062,29.86,22.08,52.45,0.219,✔️,0.0,False,CPU
-34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1294.0,+94/-111,13.707,0.062,31.52,28.6,0.28,0.033,✔️,0.0,False,CPU
-35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1289.0,+127/-116,14.607,0.063,31.78,23.78,52.45,0.021,✔️,0.0,False,CPU
-36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1281.0,+79/-74,14.625,0.007,32.17,29.44,10.5,0.606,✔️,0.0,False,GPU
-37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1262.0,+71/-88,13.747,0.025,33.1,30.65,38.42,0.32,✔️,0.0,False,CPU
-38,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1249.0,+123/-152,17.564,0.032,33.75,21.52,46.9,45.623,✔️,0.0,False,GPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1218.0,+79/-144,17.632,0.032,35.18,30.19,389.62,0.112,✔️,0.0,False,CPU
-40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1203.0,+77/-86,15.534,0.011,35.87,33.94,38.42,0.028,✔️,0.0,False,CPU
-41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1179.0,+62/-68,16.733,0.0,36.96,35.47,1.87,0.046,✔️,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1145.0,+110/-215,21.37,0.038,38.39,33.26,1.61,0.112,✔️,0.0,False,CPU
-43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1103.0,+142/-227,26.799,0.008,40.08,36.17,43.46,0.087,✔️,0.0,False,CPU
-44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1070.0,+93/-195,24.389,0.01,41.31,32.77,331.68,44.947,✔️,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1051.0,+151/-241,28.022,0.005,41.96,38.8,43.46,0.021,✔️,0.0,False,CPU
-46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+102/-183,22.382,0.0,43.65,42.56,0.12,0.013,✔️,0.0,False,CPU
-47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),927.0,+140/-232,29.594,0.0,45.73,44.31,0.2,0.023,✔️,0.0,False,CPU
-48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),916.0,+205/-468,31.186,0.022,46.02,40.6,2.8,0.224,✔️,0.0,False,GPU
-49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),884.0,+91/-212,26.748,0.0,46.79,46.36,0.09,0.019,✔️,0.0,False,CPU
-50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),861.0,+107/-173,32.966,0.0,47.32,46.59,0.2,0.033,➖,0.0,False,GPU
-51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),816.0,+64/-150,32.095,0.0,48.23,47.9,331.68,1.626,✔️,0.0,False,CPU
-52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),451.0,+130/-393,49.299,0.0,52.34,52.31,0.12,0.101,✔️,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1931.0,+144/-62,0.908,4.77,2.46,2.178,275.97,2.818,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1875.0,+174/-67,0.862,6.0,2.64,2.411,314.17,2.249,✔️,0.0,False,CPU
+2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1710.0,+130/-66,0.624,11.2,6.2,5.406,697.8,0.199,✔️,0.0,False,CPU
+3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1708.0,+141/-72,0.629,11.28,5.16,5.651,697.8,0.023,✔️,0.0,False,CPU
+4,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1679.0,+124/-63,0.615,12.45,5.87,5.593,2.44,0.027,✔️,0.0,False,CPU
+5,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1675.0,+138/-94,0.546,12.59,7.25,7.874,207.65,0.398,✔️,0.0,False,CPU
+6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1672.0,+146/-74,0.534,12.74,8.35,8.132,93.21,0.758,✔️,0.0,False,CPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1653.0,+122/-92,0.523,13.57,8.66,7.253,1624.54,1.763,✔️,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1646.0,+220/-128,0.542,13.84,3.83,7.545,783.29,13.79,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1626.0,+150/-134,0.537,14.73,7.56,7.556,2338.19,14.248,✔️,0.0,False,GPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1605.0,+182/-118,0.466,15.72,6.09,8.633,1398.9,0.645,✔️,0.0,False,GPU
+11,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1602.0,+112/-76,0.435,15.88,11.71,8.689,207.65,0.056,✔️,0.0,False,CPU
+12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1595.0,+205/-121,0.472,16.2,6.06,8.372,783.29,1.924,✔️,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1567.0,+131/-91,0.347,17.56,9.51,8.727,1624.54,0.083,✔️,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1555.0,+169/-78,0.353,18.14,11.67,9.811,93.21,0.087,✔️,0.0,False,CPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1555.0,+193/-149,0.418,18.16,6.83,9.345,1398.9,0.062,✔️,0.0,False,GPU
+16,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1544.0,+156/-120,0.419,18.73,8.38,9.121,2.3,0.82,✔️,0.0,False,GPU
+17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1519.0,+166/-148,0.418,19.98,8.94,9.743,7.51,3.146,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1509.0,+117/-85,0.27,20.49,12.93,10.245,2338.19,0.54,✔️,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1486.0,+157/-142,0.331,21.69,8.1,9.963,4805.66,461.797,✔️,0.0,False,GPU
+20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1479.0,+89/-75,0.241,22.09,15.15,10.081,1169.3,1.442,✔️,0.0,False,CPU
+21,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1469.0,+146/-106,0.227,22.59,15.28,12.538,893.93,0.205,✔️,0.0,False,CPU
+22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1442.0,+155/-130,0.26,24.09,13.69,10.925,0.47,0.052,✔️,0.0,False,CPU
+23,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1423.0,+130/-132,0.179,25.1,16.19,12.437,709.85,2.929,✔️,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1401.0,+160/-106,0.141,26.32,19.93,13.588,893.93,0.016,✔️,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1391.0,+131/-130,0.149,26.86,20.37,14.508,709.85,0.19,✔️,0.0,False,GPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1385.0,+153/-156,0.221,27.19,15.63,12.673,5.67,0.081,✔️,0.0,False,GPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1360.0,+88/-84,0.075,28.56,24.93,13.533,6.98,0.233,✔️,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1358.0,+96/-144,0.114,28.68,21.87,14.453,389.62,2.114,✔️,0.0,False,CPU
+29,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1351.0,+137/-132,0.129,29.04,21.35,15.914,84.36,0.919,➖,0.0,False,GPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1347.0,+82/-85,0.076,29.26,23.72,12.262,1169.3,0.053,✔️,0.0,False,CPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1344.0,+128/-104,0.09,29.43,25.34,15.622,2.09,0.019,✔️,0.0,False,CPU
+32,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1329.0,+118/-122,0.084,30.23,19.57,13.696,4805.66,43.211,✔️,0.0,False,GPU
+33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1329.0,+119/-102,0.062,30.24,22.25,13.691,52.45,0.219,✔️,0.0,False,CPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1294.0,+96/-114,0.068,32.03,28.9,13.707,0.28,0.033,✔️,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1291.0,+125/-116,0.063,32.21,23.96,14.607,52.45,0.021,✔️,0.0,False,CPU
+36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1284.0,+81/-75,0.009,32.59,29.7,14.625,10.5,0.606,✔️,0.0,False,GPU
+37,🧠⚡,Foundation Model,[SAP-RPT-OSS (default)](https://arxiv.org/abs/2506.10707),1267.0,+66/-87,0.011,33.4,30.6,16.633,14.85,13.554,➖,0.0,False,GPU
+38,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1263.0,+73/-89,0.026,33.6,30.99,13.747,38.42,0.32,✔️,0.0,False,CPU
+39,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1249.0,+123/-152,0.042,34.33,21.7,17.564,46.9,45.623,✔️,0.0,False,GPU
+40,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1218.0,+81/-145,0.033,35.79,30.58,17.632,389.62,0.112,✔️,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1204.0,+79/-87,0.012,36.48,34.41,15.534,38.42,0.028,✔️,0.0,False,CPU
+42,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1179.0,+64/-71,0.0,37.6,36.01,16.733,1.87,0.046,✔️,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1145.0,+111/-217,0.038,39.1,33.72,21.37,1.61,0.112,✔️,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1101.0,+144/-226,0.007,40.89,36.85,26.799,43.46,0.087,✔️,0.0,False,CPU
+45,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1066.0,+95/-196,0.009,42.2,33.36,24.389,331.68,44.947,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1050.0,+152/-240,0.004,42.81,39.55,28.022,43.46,0.021,✔️,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+102/-176,0.0,44.47,43.32,22.382,0.12,0.013,✔️,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),923.0,+140/-230,0.0,46.71,45.3,29.594,0.2,0.023,✔️,0.0,False,CPU
+49,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),918.0,+204/-476,0.022,46.86,41.32,31.186,2.8,0.224,✔️,0.0,False,GPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),884.0,+94/-216,0.0,47.68,47.22,26.748,0.09,0.019,✔️,0.0,False,CPU
+51,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),858.0,+107/-172,0.0,48.29,47.55,32.966,0.2,0.033,➖,0.0,False,GPU
+52,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),811.0,+63/-148,0.0,49.23,48.91,32.095,331.68,1.626,✔️,0.0,False,CPU
+53,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),448.0,+130/-396,0.0,53.34,53.31,49.299,0.12,0.101,✔️,0.0,False,CPU