Aspect-based Sentiment Analysis on ASAP (test)
94.59F1 ScoreOurs (ZRCP + Mask)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 94.59 | 97.45 | |
| SimCSE2026.03 | 94.31 | 97.34 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 94.29 | 96.1 | |
| AnglEFormat=C2026.03 | 94.05 | 95.92 | |
| SimCSE2026.03 | 93.93 | 95.83 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 93.82 | 95.74 | |
| AnglEFormat=C2026.03 | 93.66 | 93.92 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 93.3 | 93.62 | |
| AnglEFormat=C2026.03 | 93.06 | 96.67 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 92.94 | 96.5 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 92.23 | 92.28 | |
| AnglEFormat=C2026.03 | 92.23 | 96.28 | |
| AnglEFormat=C2026.03 | 91.94 | 91.99 | |
| SimCSE2026.03 | 91.93 | 91.99 | |
| SimCSE2026.03 | 91.89 | 94.35 | |
| SimCSE2026.03 | 91.72 | 92.1 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 91.39 | 97.47 | |
| AnglEFormat=C2026.03 | 91 | 93.66 | |
| SimCSE2026.03 | 90.84 | 95.5 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 90.79 | 96.05 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 89.9 | 91.94 | |
| AnglEFormat=C2026.03 | 89.73 | 96.85 | |
| SimCSE2026.03 | 89.66 | 96.82 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 89.41 | 92.66 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 89.08 | 91.06 | |
| SimCSE2026.03 | 88.82 | 95.15 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 88.57 | 93.59 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 88.51 | 93.93 | |
| AnglEFormat=C2026.03 | 88.25 | 94.9 | |
| CoSENT2026.03 | 88.07 | 91.34 | |
| SimCSE2026.03 | 87.98 | 90.26 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 87.9 | 96.35 | |
| AnglEFormat=C2026.03 | 87.76 | 90.2 | |
| AnglEFormat=C2026.03 | 87.74 | 91.6 | |
| AnglEFormat=C2026.03 | 87.56 | 93.15 | |
| AnglEFormat=C2026.03 | 87.44 | 92.96 | |
| SimCSE2026.03 | 87.19 | 89.68 | |
| SimCSE2026.03 | 86.94 | 92.54 | |
| CoSENT2026.03 | 86.78 | 87.23 | |
| AnglEFormat=C2026.03 | 86.74 | 89.12 | |
| SimCSE2026.03 | 86.71 | 92.72 | |
| CoSENT2026.03 | 86.51 | 95.66 | |
| RoBERTaZero-shot=true2026.03 | 86.07 | 89.84 | |
| SimCSE2026.03 | 85.63 | 90.01 | |
| CoSENT2026.03 | 85.25 | 89.06 | |
| SimCSE2026.03 | 85.17 | 95.49 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 84.94 | 96.08 | |
| RoBERTaZero-shot=true2026.03 | 84.86 | 95.04 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 84.13 | 84.26 | |
| AnglEFormat=C2026.03 | 84.09 | 95.49 | |
| AnglEFormat=C2026.03 | 83.66 | 91.82 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 83.27 | 91.44 | |
| AnglEFormat=C2026.03 | 82.81 | 95.39 | |
| SimCSE2026.03 | 82.06 | 82.13 | |
| SimCSE2026.03 | 81.81 | 94.87 | |
| AnglEFormat=C2026.03 | 81.71 | 98 | |
| SimCSE2026.03 | 81.71 | 90.69 | |
| CoSENT2026.03 | 81.7 | 84.87 | |
| AnglEFormat=C2026.03 | 81.18 | 81.28 | |
| CoSENT2026.03 | 81.17 | 89.81 | |
| CoSENT2026.03 | 81.04 | 86.38 | |
| CoSENT2026.03 | 80.94 | 88.03 | |
| CoSENT2026.03 | 80.49 | 80.56 | |
| CoSENT2026.03 | 79.9 | 88.84 | |
| CoSENT2026.03 | 79.72 | 93.56 | |
| CoSENT2026.03 | 79.17 | 87.55 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 78.93 | 90.94 | |
| CoSENT2026.03 | 78.14 | 89.41 | |
| AnglEFormat=C2026.03 | 77.44 | 90.06 | |
| RoBERTaZero-shot=true2026.03 | 77.05 | 85.35 | |
| CoSENT2026.03 | 77.04 | 81.32 | |
| SimCSE2026.03 | 76.63 | 97.29 | |
| CoSENT2026.03 | 75.23 | 75.32 | |
| RoBERTaZero-shot=true2026.03 | 74.39 | 84.61 | |
| RoBERTaZero-shot=true2026.03 | 74.31 | 80.03 | |
| RoBERTaZero-shot=true2026.03 | 74.27 | 74.33 | |
| CoSENT2026.03 | 74.26 | 85.32 | |
| RoBERTaZero-shot=true2026.03 | 74.13 | 75.08 | |
| Ours (ZRCP + Mask)ZRCP=true, Mask=true2026.03 | 73.72 | 97.17 | |
| RoBERTaZero-shot=true2026.03 | 73.32 | 73.4 | |
| RoBERTaZero-shot=true2026.03 | 72.72 | 83.85 | |
| SimCSE2026.03 | 72.51 | 86.92 | |
| RoBERTaZero-shot=true2026.03 | 72.34 | 83.73 | |
| RoBERTaZero-shot=true2026.03 | 72.2 | 76.17 | |
| RoBERTaZero-shot=true2026.03 | 71.69 | 84.37 | |
| RoBERTaZero-shot=true2026.03 | 70.12 | 82.52 | |
| CoSENT2026.03 | 70.04 | 89.75 | |
| CoSENT2026.03 | 69.93 | 83.65 | |
| CoSENT2026.03 | 68.9 | 95.75 | |
| RoBERTaZero-shot=true2026.03 | 68.15 | 87.27 | |
| RoBERTaZero-shot=true2026.03 | 67.87 | 73.62 | |
| RoBERTaZero-shot=true2026.03 | 66.95 | 80.23 | |
| RoBERTaZero-shot=true2026.03 | 62.91 | 84 | |
| RoBERTaZero-shot=true2026.03 | 61.56 | 66.93 | |
| RoBERTaZero-shot=true2026.03 | 57.15 | 92.57 |