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UL2

UL2 is a unified framework for pretraining models

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December 29th, 2024

About UL2

UL2 is a unified framework for pretraining models that are universally effective across datasets and setups. UL2 uses Mixture-of-Denoisers (MoD), a pre-training objective that combines diverse pre-training paradigms together. UL2 introduces a notion of mode switching, wherein downstream fine-tuning is associated with specific pre-training.

Key Features

3 features
  • Unified framework for pretraining models.
  • Mixture-of-Denoisers pre-training objective.
  • Mode switching for downstream fine-tuning.

Use Cases

3 use cases
  • NLP tasks such as text generation and translation.
  • Language learning.
  • Data exploration and analysis.
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