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Limitations of existing lifelong learning frameworks

To run the shared head experiment on the Lifelong Text Classification benchmark:

python main.py --max_train_size=115000 --head_mode=uni --task_stream="domainshift"

To run the multiple head experiment on the Lifelong Text Classification benchmark:

python main.py --max_train_size=115000 --head_mode=multi --task_stream="domainshift"