通过GPT-4o增强结构化数据生成,在各种提示风格中评估提示效率
Ashraf Elnashar1, Jules White1, Douglas C Schmidt2
1Department of Computer Science, Vanderbilt University, Nashville, TN, United States.
Frontiers in artificial intelligence
|April 10, 2025
概括
提示式样式显著影响结构化数据生成的大型语言模型 (LLM) 的性能. 对于医疗记录等应用程序,JSON,YAML和混合CSV/前提示字样在准确性,代币成本和处理时间方面提供了不同的权衡.
科学领域:
- 人工智能的人工智能
- 自然语言处理自然语言处理.
- 数据科学数据科学数据科学
背景情况:
- 大型语言模型 (LLM) 提供了结构化数据生成的高级功能.
- 快速工程对于优化LLM输出精度,效率和成本至关重要.
- 评估不同的提示符风格对于实际的LLM应用是必不可少的.
研究的目的:
- 为了比较JSON,YAML和混合CSV/Prefix提示符样式在使用GPT-4o生成结构化数据方面的有效性.
- 分析提示式样式对数据准确性,代币成本和处理时间的影响.
- 根据应用程序要求,为选择最佳提示式样式提供建议.
主要方法:
- 使用随机数据集进行个人故事,收据和医疗记录.
- 评估了三个提示风格:JSON,YAML和混合CSV/前.
- 通过结构化验证在准确性,代币成本和处理时间方面测量性能.
主要成果:
- 对于复杂的数据结构,JSON的准确性非常出色.
- YAML提供了可读性和效率的平衡.
- 混合CSV/Prefix证明了平面数据的优越令牌和时间效率.
结论:
- 快速的风格选择涉及复杂性和性能之间的权衡.
- 定制的提示策略是优化LLM驱动数据生成的关键.
- 需要进一步的研究来增强LLM对复杂结构化数据任务的能力.
关键词:
在 GPT-4o 中.混合CSV/前 混合CSV/前在JSON中,我们可以使用JSON.雅姆尔 (YAML) 是一个山脉.具有成本效益的AI.快速的工程迅速的工程结构化数据生成结构化数据生成代币效率是代币效率的标志.更多相关视频
11:47Modulating Cognition Using Transcranial Direct Current Stimulation of the Cerebellum
Published on: February 15, 2015
28.5K
09:00Author Spotlight: Validation of SICOLE-R for Assessing Cognitive and Reading Skills in Spanish-Speaking Children and Its Role in Personalized Education
Published on: August 16, 2024
630
相关概念视频
Improving Translational Accuracy
8.5K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
8.5K
Production Efficiency
16.7K
Net production efficiency (NPE) is the efficiency at which organisms assimilate energy into biomass for the next trophic level. Due to low metabolic rates and less energy spent on thermoregulatory processes, the NPE of ectotherms (cold-blooded animals) is 10 times higher than endotherms (warm-blooded animals).
16.7K
Efficiency of The Carnot Cycle
2.5K
The hypothetical Carnot cycle consists of an ideal gas subjected to two isothermal and two adiabatic processes. Since the internal energy of an ideal gas depends only on its temperature, which is the same before and after the completion of the Carnot cycle, there is no change in its internal energy. Hence, using the first law of thermodynamics, the total heat exchanged by the ideal gas equals the total work done. Thus, we can quantify the efficiency of the Carnot cycle via the heat exchanged...
2.5K
Column Efficiency: Rate Theory
221
The rate theory of chromatography provides quantitative insight into the shapes and widths of elution bands. These bands are based on the random-walk mechanism governing molecular migration within a column. The Gaussian profile of chromatographic bands arises from the cumulative effect of random molecular motions as they progress through the column.
During elution, a solute molecule experiences numerous transitions between stationary and mobile phases, exhibiting irregular residence times in...
During elution, a solute molecule experiences numerous transitions between stationary and mobile phases, exhibiting irregular residence times in...
221
Mechanical Efficiency of Real Machines
585
The mechanical efficiency of a machine is a fundamental concept that describes how effectively a machine can convert input work into output work. According to this concept, the efficiency of a machine is equal to the ratio of the output work to the input work. An ideal machine, meaning a machine that has no energy losses, has an efficiency of one. This implies that the input work and the output work are equal.
However, in reality, no machine can be truly ideal, and all of them experience some...
However, in reality, no machine can be truly ideal, and all of them experience some...
585
Gene Evolution - Fast or Slow?
2.8K
2.8K
