交互式表合成与自然语言的交互表合成
IEEE transactions on visualization and computer graphics
|November 1, 2023
概括
本研究介绍了NL2Rigel,这是一种使用自然语言 (NL) 的工具,用于更容易创建表格. 与现有方法相比,它大大减少了数据转换任务所需的时间.
科学领域:
- 数据科学数据科学数据科学
- 人与计算机的交互
背景情况:
- 将数据转换为表格视图是复杂且耗时的.
- 现有的交互工具往往要求用户具有重要的数据转换知识.
研究的目的:
- 提高数据转换和表格生成中普通用户的可访问性.
- 开发一种利用自然语言 (NL) 的交互工具,用于直观的表格合成和编辑.
主要方法:
- 开发了NL2Rigel,这是使用NL指令从半结构文本合成表格的交互工具.
- 使用大型语言模型和提示技术将NL指令解释为表合成管道 (Rigel规范).
- 设计了一个可视化管道的界面,并生成了表格,通过有针对性的NL指令实现了改进.
主要成果:
- NL2Rigel成功地将NL指令解释为可解释的数据转换管道.
- 该工具通过NL交互来促进直观的表格生成和增量改进.
- 一项比较的用户研究显示,NL2Rigel与原始Rigel相比,任务完成时间明显缩短,完成率相似.
结论:
- NL2Rigel降低了普通用户执行复杂数据转换和生成表的障碍.
- 基于NL的方法提高了表格式数据合成和编辑的可用性和效率.
- NL2Rigel显示了可访问的数据争工具的有希望的方向.
更多相关视频
相关概念视频
Synthetic Biology
4.8K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
4.8K
Non-equilibrium in the Cell
4.5K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.5K
Synthesis and Regulation of Thyroid Hormones
4.7K
Low blood levels of the thyroid hormones — triiodothyronine (T3) and thyroxine (T4) — signal the hypothalamus to release the thyrotropin-releasing hormone (TRH). TRH then reaches the pituitary gland and stimulates the release of thyroid-stimulating hormone(TSH) into the bloodstream.
Upon reaching the thyroid gland, TSH stimulates the follicular cells' active uptake of iodide ions from the blood. The ions diffuse to the apical surface of the cells and are oxidized to iodine. The...
Upon reaching the thyroid gland, TSH stimulates the follicular cells' active uptake of iodide ions from the blood. The ions diffuse to the apical surface of the cells and are oxidized to iodine. The...
4.7K
Contingency Table
2.5K
A contingency table provides a way of portraying data that can facilitate calculating probabilities. It is a method of displaying a frequency distribution as a table with rows and columns to show how two variables may be dependent (contingent) upon each other; The table helps determine conditional probabilities quite quickly and can help systematically organize, analyze and quantify data. The table displays sample values concerning two variables that may be dependent or contingent on one...
2.5K
What is Natural Selection?
115.4K
Natural selection is an evolutionary process in which individuals with survival-promoting traits reproduce at higher rates. These favorable traits become more common within a population or species. Naturally selected traits initially arise via random genetic mutations. In order for selection to occur, there must be variation within a population, the trait controlling the variation must be heritable, and there must be an evolutionary advantage for variation in the trait.
115.4K
The Synapse
125.3K
Neurons communicate with one another by passing on their electrical signals to other neurons. A synapse is the location where two neurons meet to exchange signals. At the synapse, the neuron that sends the signal is called the presynaptic cell, while the neuron that receives the message is called the postsynaptic cell. Note that most neurons can be both presynaptic and postsynaptic, as they both transmit and receive information.
125.3K


