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ResearchFormerly WizWand

Continual Learning on SelfRC, TweetQA, and SST sequence SQuAD format (test)

82.8Average EMMultitasked
37.14448.99760.8572.703Dec 17, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MultitaskedEvaluation Protocol=Upper Bound, Task Order=SelfRC -> TweetQA -> SST2025.1282.8
PPSEBMSampling Ratio=0.2, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1280.9
LSEBMCLSampling Ratio=0.2, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1280.2
PPSEBMSampling Ratio=0.05, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1279.8
LSEBMCLSampling Ratio=0.05, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1278.9
RVAE-LAMOLSampling Ratio=0.2, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1277.2
LAMOLSampling Ratio=0.2, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1276.3
RVAE-LAMOLSampling Ratio=0.05, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1276.1
LAMOLSampling Ratio=0.05, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1276
PPSEBMSampling Ratio=0, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1257.6
LSEBMCLSampling Ratio=0, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1255.4
GEMTask Order=SelfRC -> TweetQA -> SST2025.1250
Fine-tunedTask Order=SelfRC -> TweetQA -> SST2025.1249.8
EWCTask Order=SelfRC -> TweetQA -> SST2025.1249
LAMOLSampling Ratio=0, Generative Replay=True, Task Order=SelfRC -> TweetQA -> SST2025.1245.2
MASTask Order=SelfRC -> TweetQA -> SST2025.1238.9