Continual Text Classification on Sequential Sequence (FOMC, Yelp, AGNews, Amazon, Mentill, Yahoo) (test)
45.6Accuracy (Task 1)ER
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ERLearning Protocol=FN2025.09 | 45.6 | 42 | 67.3 | 37.1 | 2.9 | 30.9 | -0.121 | 37.6 | 49.2 | |
| MTLLearning Protocol=DPSGD, Constraint=Upper Bound2025.09 | 45.6 | 53.8 | 78 | 48.2 | 19.7 | 33.4 | — | 46.4 | — | |
| EWCLearning Protocol=DPSGD2025.09 | 44.4 | 28.4 | 47.1 | 30.2 | 16 | 48.1 | -0.137 | 35.8 | 39.3 | |
| ERLearning Protocol=DPSGD2025.09 | 43.8 | 46.3 | 53.6 | 44.3 | 15.2 | 57.3 | -0.136 | 43.4 | 48.6 | |
| PeCL2025.09 | 43.6 | 52.1 | 76.9 | 44.4 | 45.6 | 71.4 | -0.093 | 57.3 | 53.5 | |
| PMixED2025.09 | 43.1 | 11 | 73.7 | 33.8 | 37.6 | 41.9 | -0.118 | 40.2 | 46.3 | |
| MTLLearning Protocol=FN, Constraint=Upper Bound2025.09 | 40.5 | 46.3 | 80.8 | 44.8 | 50.3 | 30.5 | — | 48.9 | — | |
| GEMLearning Protocol=FN2025.09 | 36.5 | 25.3 | 51.9 | 27.6 | 28.5 | 21 | -0.193 | 31.8 | 42.8 | |
| GEMLearning Protocol=DPSGD2025.09 | 33.7 | 33.3 | 39.4 | 33.9 | 17.9 | 35.6 | -0.157 | 32.3 | 38.7 | |
| OLoraLearning Protocol=FN2025.09 | 32.9 | 19.2 | 24 | 17.7 | 10.6 | 16.5 | -0.294 | 20.2 | 36.3 | |
| OLoraLearning Protocol=DPSGD2025.09 | 29.7 | 33.8 | 43.8 | 32.2 | 16.4 | 40.5 | -0.166 | 32.7 | 39.5 | |
| EWCLearning Protocol=FN2025.09 | 26 | 23.1 | 20.8 | 23.6 | 26.1 | 18.3 | -0.248 | 23 | 39.7 | |
| SeqFTLearning Protocol=DPSGD2025.09 | 14.1 | 29.3 | 63.3 | 34.5 | 14.9 | 49.3 | -0.116 | 34.2 | 40.3 | |
| SeqFTLearning Protocol=FN2025.09 | 10.1 | 20.4 | 14.5 | 20 | 13.5 | 33.1 | -0.306 | 18.6 | 35.1 |