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Cross-Task Generalization via Natural Language Crowdsourcing Instructions
June 9, 2022, 5:45 p.m. | Allen Institute for AI
Allen Institute for AI www.youtube.com
Abstract: Humans (e.g., crowdworkers) have a remarkable ability in solving different tasks, by simply reading textual instructions that define them and looking at a few examples. Despite the success of the conventional supervised learning on individual datasets, such models often struggle with generalization across tasks (e.g., a question-answering system cannot solve classification tasks). A long-standing challenge in AI is to build a model that learns a new task by understanding the human-readable instructions that …
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