Methods › Natural Language Processing › Language Models › UL2
UL2
Introduced by Yi Tay et al. in UL2: Unifying Language Learning Paradigms
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
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 schemes.
Papers archive 2025-07-28
8 shown of 8, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Efficient Stagewise Pretraining via Progressive Subnetworks 8 Feb 2024 · 0 repositories · arXiv:2402.05913
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TURNA: A Turkish Encoder-Decoder Language Model for Enhanced Understanding and Generation 25 Jan 2024 · 2 repositories · arXiv:2401.14373
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Towards leveraging LLMs for Conditional QA 2 Dec 2023 · 0 repositories · arXiv:2312.01143
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A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks 22 Jul 2023 · 0 repositories · arXiv:2307.12114
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mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer Sequences 18 May 2023 · 1 repository · arXiv:2305.11129
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ImPaKT: A Dataset for Open-Schema Knowledge Base Construction 21 Dec 2022 · 0 repositories · arXiv:2212.10770
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Recitation-Augmented Language Models 4 Oct 2022 · 1 repository · arXiv:2210.01296Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
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UL2: Unifying Language Learning Paradigms 10 May 2022 · 2 repositories · arXiv:2205.05131Syntology ran 0 of 16 samples · 16 unverified
Tasks archive 2025-07-28
20 shown of 30 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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