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ResearchFormerly WizWand

Training Time for Concept Learning on AG News

234Training TimeClassifSAE (K=10)
-250.523,019.996,290.59,561.01Jun 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ClassifSAE (K=10)Classifier Model=BERT(110M)2025.06234
ClassifSAE (K=10)Classifier Model=Pythia(410M)2025.06253
ClassifSAE (K=10)Classifier Model=DeBERTa-v3(304M)2025.06254
ClassifSAE (K=10)Classifier Model=Pythia(1B)2025.06501
ConceptSHAPClassifier Model=BERT(110M)2025.06910
ConceptSHAPClassifier Model=DeBERTa-v3(304M)2025.06950
HI-ConceptClassifier Model=BERT(110M)2025.061,056
HI-ConceptClassifier Model=DeBERTa-v3(304M)2025.061,150
ClassifSAE (K=10)Classifier Model=GPT-J(6B)2025.061,347
ClassifSAE (K=10)Classifier Model=Mistral-Inst.(7B)2025.061,401
ClassifSAE (K=10)Classifier Model=Llama-Inst.(8B)2025.061,408
ConceptSHAPClassifier Model=Pythia(410M)2025.061,914
ConceptSHAPClassifier Model=Pythia(1B)2025.062,339
HI-ConceptClassifier Model=Pythia(410M)2025.062,610
ConceptSHAPClassifier Model=Mistral-Inst.(7B)2025.062,853
HI-ConceptClassifier Model=Pythia(1B)2025.063,030
ConceptSHAPClassifier Model=GPT-J(6B)2025.063,247
ConceptSHAPClassifier Model=Llama-Inst.(8B)2025.064,538
HI-ConceptClassifier Model=Mistral-Inst.(7B)2025.064,952
HI-ConceptClassifier Model=GPT-J(6B)2025.065,541
HI-ConceptClassifier Model=Llama-Inst.(8B)2025.0612,347