Computerized Adaptive Testing on SLP-Math
81.33AUCEduEmbed
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EduEmbedStrategy=BECAT, step=15, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 81.33 | 73.38 | |
| EduEmbedStrategy=BOBCAT, step=15, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 81.07 | 73.54 | |
| EduEmbedStrategy=BOBCAT, step=10, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 80.44 | 72.27 | |
| EduEmbedStrategy=NCAT, step=15, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 80.43 | 72.57 | |
| EduEmbedStrategy=RANDOM, step=15, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 80.24 | 72.02 | |
| EduEmbedStrategy=NCAT, step=10, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 80.14 | 72.54 | |
| IRTStrategy=BECAT, step=15, Embedding Paradigm=OL2026.04 | 79.6 | 72.7 | |
| EduEmbedStrategy=MAAT, step=15, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 79.42 | 71.55 | |
| EduEmbedStrategy=NCAT, step=15, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 79.41 | 72.09 | |
| EduEmbedStrategy=RANDOM, step=15, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 79.28 | 72.09 | |
| EduEmbedStrategy=BECAT, step=10, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 79.02 | 71.48 | |
| EduEmbedStrategy=MAAT, step=10, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 78.96 | 71.17 | |
| EduEmbedStrategy=BOBCAT, step=5, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 78.95 | 71.91 | |
| IRTStrategy=BOBCAT, step=15, Embedding Paradigm=OL2026.04 | 78.89 | 71.65 | |
| EduEmbedStrategy=RANDOM, step=10, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 78.56 | 71.48 | |
| IRTStrategy=RANDOM, step=15, Embedding Paradigm=OL2026.04 | 78.44 | 71.34 | |
| EduEmbedStrategy=BECAT, step=15, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 78.4 | 70.2 | |
| NCDStrategy=RANDOM, step=15, Embedding Paradigm=OL2026.04 | 78.33 | 70.78 | |
| EduEmbedStrategy=RANDOM, step=10, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 78.2 | 71.22 | |
| EduEmbedStrategy=MAAT, step=15, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 77.92 | 64.21 | |
| NCDStrategy=MAAT, step=15, Embedding Paradigm=OL2026.04 | 77.88 | 63.65 | |
| IRTStrategy=BECAT, step=10, Embedding Paradigm=OL2026.04 | 77.81 | 70.95 | |
| IRTStrategy=BOBCAT, step=10, Embedding Paradigm=OL2026.04 | 77.75 | 70.75 | |
| EduEmbedStrategy=NCAT, step=5, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 77.63 | 70.3 | |
| IRTStrategy=NCAT, step=15, Embedding Paradigm=OL2026.04 | 77.45 | 70.21 | |
| EduEmbedStrategy=BECAT, step=5, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 77.45 | 70.4 | |
| EduEmbedStrategy=BOBCAT, step=15, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 77.44 | 71.05 | |
| NCDStrategy=BOBCAT, step=15, Embedding Paradigm=OL2026.04 | 77.43 | 70.57 | |
| NCDStrategy=NCAT, step=15, Embedding Paradigm=OL2026.04 | 77.43 | 70.67 | |
| EduEmbedStrategy=MAAT, step=10, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 77.32 | 61.23 | |
| IRTStrategy=MAAT, step=15, Embedding Paradigm=OL2026.04 | 77.32 | 69.3 | |
| EduEmbedStrategy=BECAT, step=10, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 77.26 | 69.57 | |
| NCDStrategy=BECAT, step=15, Embedding Paradigm=OL2026.04 | 77.21 | 69.73 | |
| IRTStrategy=RANDOM, step=10, Embedding Paradigm=OL2026.04 | 77.15 | 70.16 | |
| EduEmbedStrategy=MAAT, step=5, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 76.66 | 69.85 | |
| EduEmbedStrategy=NCAT, step=10, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 76.59 | 70.03 | |
| NCDStrategy=RANDOM, step=10, Embedding Paradigm=OL2026.04 | 76.47 | 69.59 | |
| NCDStrategy=NCAT, step=10, Embedding Paradigm=OL2026.04 | 76.3 | 68.71 | |
| NCDStrategy=MAAT, step=10, Embedding Paradigm=OL2026.04 | 76.29 | 60.77 | |
| EduEmbedStrategy=BOBCAT, step=10, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 76.27 | 70.14 | |
| IRTStrategy=MAAT, step=10, Embedding Paradigm=OL2026.04 | 76.26 | 68.35 | |
| IRTStrategy=NCAT, step=10, Embedding Paradigm=OL2026.04 | 75.89 | 68.86 | |
| NCDStrategy=BOBCAT, step=10, Embedding Paradigm=OL2026.04 | 75.69 | 69.05 | |
| IRTStrategy=BOBCAT, step=5, Embedding Paradigm=OL2026.04 | 75.67 | 68.75 | |
| IRTStrategy=BECAT, step=5, Embedding Paradigm=OL2026.04 | 75.37 | 68.76 | |
| EduEmbedStrategy=RANDOM, step=5, Base Model=IRT, Embedding Paradigm=EduEmbed2026.04 | 75.23 | 69.42 | |
| NCDStrategy=BECAT, step=10, Embedding Paradigm=OL2026.04 | 75.16 | 66.26 | |
| IRTStrategy=RANDOM, step=5, Embedding Paradigm=OL2026.04 | 74.61 | 68.03 | |
| EduEmbedStrategy=BOBCAT, step=5, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 74.52 | 68.35 | |
| IRTStrategy=MAAT, step=5, Embedding Paradigm=OL2026.04 | 74.18 | 67.35 | |
| EduEmbedStrategy=MAAT, step=5, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 74.02 | 60.82 | |
| EduEmbedStrategy=RANDOM, step=5, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 74.01 | 68.02 | |
| IRTStrategy=NCAT, step=5, Embedding Paradigm=OL2026.04 | 73.94 | 67.35 | |
| NCDStrategy=BOBCAT, step=5, Embedding Paradigm=OL2026.04 | 73.74 | 66.39 | |
| NCDStrategy=MAAT, step=5, Embedding Paradigm=OL2026.04 | 73.66 | 60.07 | |
| NCDStrategy=RANDOM, step=5, Embedding Paradigm=OL2026.04 | 73.38 | 67.38 | |
| NCDStrategy=NCAT, step=5, Embedding Paradigm=OL2026.04 | 73.32 | 62.78 | |
| EduEmbedStrategy=NCAT, step=5, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 73.19 | 67.08 | |
| EduEmbedStrategy=BECAT, step=5, Base Model=NCD, Embedding Paradigm=EduEmbed2026.04 | 72.36 | 65.74 | |
| NCDStrategy=BECAT, step=5, Embedding Paradigm=OL2026.04 | 71.85 | 64.7 |