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ResearchFormerly WizWand

Regression on california (RMSE)

0.3964RMSETabR
-22,731.759744130,710.294228284,152.3482437,594.402172May 14, 2026May 17, 2026May 21, 2026May 25, 2026May 29, 2026Jun 2, 2026Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TabREnsemble=true2026.050.3964
TabREnsemble=false2026.050.403
MNCAEnsemble=true2026.050.4231
MNCAEnsemble=false2026.050.4239
CatBoostEnsemble=true2026.050.4265
CatBoostEnsemble=false2026.050.4294
XGBoostEnsemble=true2026.050.4316
XGBoostEnsemble=false2026.050.4327
LightGBMEnsemble=true2026.050.4339
Excel∗Ensemble=true2026.050.435
LoMETabEnsemble=true2026.050.4351
LightGBMEnsemble=false2026.050.4352
TabMEnsemble=true2026.050.4402
LoMETabEnsemble=false2026.050.4411
TabMEnsemble=false2026.050.4414
T2GEnsemble=true2026.050.4462
MLP‡Ensemble=true2026.050.4482
AutoIntEnsemble=true2026.050.449
MLP†Ensemble=true2026.050.4491
MLP-MixerEnsemble=true2026.050.4509
FT-TEnsemble=true2026.050.4515
MLP†Ensemble=false2026.050.453
Excel∗Ensemble=false2026.050.4544
MLP‡−liteEnsemble=true2026.050.4549
TromptEnsemble=false2026.050.4579
MLP‡Ensemble=false2026.050.4597
FT-TEnsemble=false2026.050.4635
T2GEnsemble=false2026.050.464
MLP‡−liteEnsemble=false2026.050.4652
SAINTEnsemble=false2026.050.468
AutoIntEnsemble=false2026.050.4682
MLP-MixerEnsemble=false2026.050.4746
DCN2Ensemble=true2026.050.4779
ResNetEnsemble=true2026.050.4862
MLPEnsemble=true2026.050.488
ResNetEnsemble=false2026.050.4915
SNNEnsemble=true2026.050.4933
MLPEnsemble=false2026.050.4948
DCN2Ensemble=false2026.050.4971
SNNEnsemble=false2026.050.5033
Llama 3.1-8BEvaluation Protocol=Tri-level Reasoning2026.061.12
Llama 3.1-8BEvaluation Protocol=Zero-shot2026.063.02
TabPFN(v2.0)2026.0639,434.4
TabPFN(v2.5)2026.0640,231
CatBoost2026.0642,654.1
XGBoost2026.0643,253.8
TabM2026.0648,855.8
GPT-OSS-120BEvaluation Protocol=Tri-level Reasoning2026.0662,906.6
Qwen3-8BEvaluation Protocol=Tri-level Reasoning2026.0665,660.6
Gemma 3-12BEvaluation Protocol=Tri-level Reasoning2026.0670,633.5
Qwen3-Next-80BEvaluation Protocol=Tri-level Reasoning2026.0673,383.1
GPT-OSS-20BEvaluation Protocol=Tri-level Reasoning2026.0675,992.7
TLRDBackbone=Gemma 3-12B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.0685,646.6
TLRDBackbone=Qwen3-8B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.0686,341.3
TLRDBackbone=Llama 3.1-8B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.0686,572.7
TLRDBackbone=Qwen3-8B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.0691,877.5
TLRDBackbone=Gemma 3-12B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.0696,473.5
TLRDBackbone=Llama 3.1-8B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.06112,008
GPT-OSS-120BEvaluation Protocol=Zero-shot2026.06114,749.6
Qwen3-8BEvaluation Protocol=Zero-shot2026.06175,459.5
GPT-OSS-20BEvaluation Protocol=Zero-shot2026.06201,829.8
Qwen3-Next-80BEvaluation Protocol=Zero-shot2026.06333,534.9
Gemma 3-12BEvaluation Protocol=Zero-shot2026.06568,304.3