LLM-driven Instruction Following: Progresses and Concerns
Wenpeng Yin,
Qinyuan Ye,
Pengfei Liu
et al.
Abstract:The progress of natural language processing (NLP) is primarily driven by machine learning that optimizes a system on a large-scale set of task-specific labeled examples. This learning paradigm limits the ability of machines to have the same capabilities as humans in handling new tasks since humans can often solve unseen tasks with a couple of examples accompanied by task instructions. In addition, we may not have a chance to prepare task-specific examples of large-volume for new tasks because we cannot foresee… Show more
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