ASSIST
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Knowledge Tracing | ASSIST12 | AUC77.54 | 24 | |
| Knowledge Tracing | ASSIST09 (test) | AUC78.81 | 21 | |
| Cognitive Diagnosis | ASSIST09 (80%/10%/10%) | Accuracy73.78 | 18 | |
| Cognitive Diagnosis | ASSIST09 (60%/20%/20%) | Accuracy73.03 | 18 | |
| Cognitive Diagnosis | ASSIST09 (50%/20%/30%) | ACC0.7257 | 18 | |
| Learner performance prediction | ASSIST09 | Time Cost9.2 | 11 | |
| Knowledge Tracing | ASSIST Critical Cold Start Q=3-10 2015 | KT Performance (ASSIST CCS Q=3-10)84.5 | 9 | |
| Learning Path Recommendation | ASSIST09 L=5 (test) | Learning Effect (Ep)0.4222 | 9 | |
| Learning Path Recommendation | ASSIST09 L=10 (test) | Learning Effect (Ep)0.5139 | 9 | |
| Learning Path Recommendation | ASSIST09 L=20 (test) | Learning Effect (Ep)0.5911 | 9 | |
| Knowledge Tracing | ASSIST 2012-2013 (test) | AUC0.7701 | 9 | |
| Student Cognitive Diagnosis | ASSIST 2017 | ACC71.5 | 8 | |
| Student Cognitive Diagnosis | ASSIST 2009_2010 | ACC75.3 | 8 | |
| Knowledge Tracing | ASSIST Moderate Cold Start 2017 Q=11-15 | Set 1 Score72.5 | 6 | |
| Knowledge Tracing | ASSIST Critical Cold Start 2017 Q=3-10 | Performance Score (Set 1)75.7 | 6 | |
| Knowledge Tracing | ASSIST Q=11-15 2015 (Moderate Cold Start) | Performance Set 1 (Moderate Cold Start)88.3 | 6 | |
| Knowledge Tracing | ASSIST Moderate Cold Start Q=11-15 2009 | Set 1 Performance85 | 6 | |
| Knowledge Tracing | ASSIST Critical Cold Start 2009 Q=3-10 | Performance Score (Set 1)81.1 | 6 |
Showing 18 of 18 rows