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Pre-Training to Learn in Context

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractIn-context learning, where pre-trained language models learn to perform tasks from task examples and instructions in their contexts, has attracted much attention in the NLP community. However, the ability of …...

38589

Self-Instruct: Aligning Language Models with Self-Generated Instructions

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractLarge “instruction-tuned” language models (i.e., finetuned to respond to instructions) have demonstrated a remarkable ability to generalize zero-shot to new tasks. Nevertheless, they depend heavily on human-written instruction data that …...

37801