ML Research Wiki / Benchmarks / Continual Learning / DSC (10 tasks)

DSC (10 tasks)

Continual Learning Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: F1 - macro

Top Performing Models

Rank Model Paper F1 - macro Date Code
1 CTR Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning 0.89 2021-12-05 📦 zixuanke/pycontinual
2 CAT Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks 0.87 2021-12-18 📦 zixuanke/pycontinual 📦 ZixuanKe/CAT
3 HAT Overcoming catastrophic forgetting with hard attention to the task 0.86 2018-01-04 📦 joansj/hat 📦 chilung/hat
4 KAN Continual Learning with Knowledge Transfer for Sentiment Classification 0.81 2021-12-18 📦 zixuanke/pycontinual 📦 zixuanke/lifelongsentclass
5 B-CL Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks 0.77 2021-12-06 📦 zixuanke/pycontinual
6 EWC Overcoming catastrophic forgetting in neural networks 0.66 2016-12-02 📦 ContinualAI/avalanche 📦 g-u-n/pycil 📦 aimagelab/mammoth

All Papers (6)