LAMAL: LAnguage Modeling Is All You Need for Lifelong Language Learning

international conference on learning representations, 2020.

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Abstract:

Most research on lifelong learning (LLL) applies to images or games, but not language. We present LAMAL, a simple yet effective method for LLL based on language modeling. LAMAL replays pseudo-samples of previous tasks while requiring no extra memory or model capacity. Specifically, LAMAL is a language model that simultaneously learns to s...More

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