Concept Learning research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

Text Domains Aggregated: Academic Papers, Movie Plots, News Articles, Song Lyrics (test)

LLaMA-70B

91.24Accuracy

Feb 26, 2026

AG News

ClassifSAE (K=10)

234Training Time

Feb 26, 2026

Pyrimidine

Theorem 2

60.8Concept Size

May 11, 2026

Premierleague

TDL

298.4Concept Size

May 11, 2026

Mammographic

TDL

5,780.7Concept Size

May 11, 2026

Lymphography

Theorem 2

330.8Concept Size

May 11, 2026

Hepatitis

Theorem 2

53,269.8Concept Size

May 11, 2026

Carcinogenesis

⊤

1Concept Size

May 11, 2026

3DIdent 1.0 (test)

BetaTCVAE

25.7Concept Score

Apr 3, 2026

MNIST 1.0 (test)

Ada-GVAE

50Concept

Apr 3, 2026

quad dependent 1.0 (test)

Ada-GVAE

37.5Concept Score

Apr 3, 2026

quad independent 1.0 (test)

Ada-GVAE

33.5Concept Score

Apr 3, 2026

Nctrer

EvoLearner

100Accuracy

May 11, 2026

Mutagenesis

EvoLearner

100Accuracy

May 11, 2026