ML Research Wiki / Benchmarks / Continual Learning / 20Newsgroup (10 tasks)

20Newsgroup (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 0.95 2021-12-05 📦 zixuanke/pycontinual
2 HAT Overcoming catastrophic forgetting with hard attention to the task 0.95 2018-01-04 📦 joansj/hat 📦 chilung/hat
3 CAT Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks 0.95 2021-12-18 📦 zixuanke/pycontinual 📦 ZixuanKe/CAT
4 B-CL Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks 0.95 2021-12-06 📦 zixuanke/pycontinual
5 EWC Overcoming catastrophic forgetting in neural networks 0.92 2016-12-02 📦 ContinualAI/avalanche 📦 g-u-n/pycil 📦 aimagelab/mammoth
6 LAMOL LAMOL: LAnguage MOdeling for Lifelong Language Learning 0.46 2019-09-07 📦 jojotenya/LAMOL

All Papers (6)