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What Language Model Architecture and Pretraining Objective Works Best for Zero-Shot Generalization?

, , , , , , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 22964-22984. PMLR, (2022)

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Improving Distant Supervision with Maxpooled Attention and Sentence-Level Supervision., , and . CoRR, (2018)Combining Distant and Direct Supervision for Neural Relation Extraction., , and . NAACL-HLT (1), page 1858-1867. Association for Computational Linguistics, (2019)The Semantic Scholar Open Data Platform., , , , , , , , , and 38 other author(s). CoRR, (2023)SciFact-Open: Towards open-domain scientific claim verification., , , , , , and . EMNLP (Findings), page 4719-4734. Association for Computational Linguistics, (2022)Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations., , , , and . ACL (1), page 2304-2317. Association for Computational Linguistics, (2023)BLOOM: A 176B-Parameter Open-Access Multilingual Language Model., , , , , , , , , and 39 other author(s). CoRR, (2022)OLMo: Accelerating the Science of Language Models., , , , , , , , , and 33 other author(s). CoRR, (2024)Source-Aware Training Enables Knowledge Attribution in Language Models., , , , , , and . CoRR, (2024)Zero- and Few-Shot NLP with Pretrained Language Models., , , , and . ACL (tutorial), page 32-37. Association for Computational Linguistics, (2022)ScispaCy: Fast and Robust Models for Biomedical Natural Language Processing., , , and . BioNLP@ACL, page 319-327. Association for Computational Linguistics, (2019)