论文提出了一种新方法,称为Program-Aided Language Model (PAL),该方法让LLM生成程序作为中间推理步骤,而将实际求解步骤交给外部的Python解释器来完成。具体而言,LLM负责将自然语言问题分解成可运行的编程步骤,这些步骤由Python解释器执行以生成最终答案。PAL的核心在于,LLM只负责问题的分解和编程,避免了计算错误的发生。
program-aided language modelsprogram-aided language models 程序辅助语言模型(Program-aided Language Models)是一种采用程序辅助词汇和语法模型来提高自然语言处理准确性的模型。它与传统的语言模型不同,传统的语言模型主要通过统计方法,分析语言的规律,来预测下一个词或一段文本的语法和语义。而程序辅助语言模型则在此...
We presentProgram-Aided Language models (PAL): a new method that uses the LLM to read natural language problems and generate programs as the intermediate reasoning steps, but offloads the solution step to a programmatic runtime such as a Python interpreter. ...
思维链推理以蓝色突出显示;PAL步骤以灰色和粉色突出显示;Python解释器运行以黑色和绿色突出显示。 3. Program-aided Language Models 在程序辅助语言模型中,我们提出了一种方法,为给定的自然语言问题x生成思想t,它们是交错的自然语言(NL)和编程语言(PL)语句。由于我们将解决方案步骤委托给解释器,因此我们不会在提示中提...
It allowed nuances of expression and body language to be noted that would not have been apparent in written or numerical data. Summative evaluation was obtained through structured questions in the questionnaire and through a post-CAL test under examination conditions. Summative assessment showed that ...
It consists of two language engineering modules and is designed to assist expert librarians in computer-aided indexing and document analysis. Our aim is the expert evaluation of automatic multi-word term indexing. Evaluation is performed by documentary engineers. Cataloging and indexing are their ...
英文: A programming language for preparing computer-aided instruction courses.中文: 一种用于准备计算机辅助教学课程的程序设计语言。英文: Program execution halts only if the machine is turned off, some sort of unrecoverable error occurs, or a program instruction that halts the computer is encountered....
Due to the fact that part of the code was created quite a long time ago, when the author did not think that he would one day publish his code and make it available to the whole world, some comments are written in the author's native language, as are the names of some variables whic...
language prerequisitesmay satisfiedafter enrollment certificateprogram taking indicatedcourses equivalentGraduate students cannot receive credit coursesnumbered below 400 Detailed admissions requirements CivilEngineering coursestaken certificatemay appliedlater CivilEngineering transportation option Qualified students holding ...
The program is based on a command language. All information is stored in user-defined matrices created by usage of commands. Required input to matrices are given on request from the program. The contents of the matrices can be looked upon at any time and new decisions can be made in the ...