Table 1 Comparison of the BKT, CDM, ATC,DKT/SAKT, DKVMN/Deep-IRT, AKT, EAKT frameworks.

From: Embedding cognitive framework with self-attention for interpretable knowledge tracing

 

Multi-dimension skill in KC level

Temporal knowledge state tracing

Processing power for large datasets

Explainability of Knowledge state

BKT

No

Yes

No

Yes

CDM

Yes

No

No

Yes

ATC

Yes

Yes

No

Yes

DKT/SAKT

No

Yes

Yes

No

DKVMN/Deep-IRT

No

Yes

Yes

Yes

AKT

No

Yes

Yes

Yes

EAKT

Yes

Yes

Yes

Yes