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May, 2024
大型语言模型在自然语言生成任务中的系统评估
A Systematic Evaluation of Large Language Models for Natural Language Generation Tasks
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Xuanfan Ni, Piji Li
TL;DR
研究论文从自然语言生成任务的角度全面评估了ChatGPT、ChatGLM、基于T5的模型、基于LLaMA的模型和基于Pythia的模型等众所周知且表现良好的大型语言模型的性能,并提出了一种常见的评估设置,其中包括输入模板和后处理策略,通过与详细分析相结合的自动结果来报告研究结果。
Abstract
Recent efforts have evaluated
large language models
(LLMs) in areas such as commonsense reasoning, mathematical reasoning, and code generation. However, to the best of our knowledge, no work has specifically investigated the
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