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相关论文: Benchmarking ChatGPT on Algorithmic Reasoning

200 篇论文

Without writing a single line of code by a human, an example Monte Carlo simulation based application for stochastic dependence modeling with copulas is developed using a state-of-the-art large language model (LLM) fine-tuned for…

计算与语言 · 计算机科学 2023-04-03 Jan Górecki

In Agile software development, user stories play a vital role in capturing and conveying end-user needs, prioritizing features, and facilitating communication and collaboration within development teams. However, automated methods for…

软件工程 · 计算机科学 2023-06-22 Krishna Ronanki , Beatriz Cabrero-Daniel , Christian Berger

Artificial intelligence (AI) has made remarkable progress across various domains, with large language models like ChatGPT gaining substantial attention for their human-like text-generation capabilities. Despite these achievements, spatial…

人工智能 · 计算机科学 2024-01-11 Fangjun Li , David C. Hogg , Anthony G. Cohn

Recent research has explored the creation of questions from code submitted by students. These Questions about Learners' Code (QLCs) are created through program analysis, exploring execution paths, and then creating code comprehension…

计算机与社会 · 计算机科学 2024-04-19 Teemu Lehtinen , Charles Koutcheme , Arto Hellas

This study aimed to determine if ChatGPT's large language models could match the scoring accuracy of human and machine scores from the ASAP competition. The investigation focused on various prediction models, including linear regression,…

计算与语言 · 计算机科学 2024-08-20 Mark D. Shermis

This paper investigates the capabilities of ChatGPT as an automated assistant in diverse domains, including scientific writing, mathematics, education, programming, and healthcare. We explore the potential of ChatGPT to enhance…

人机交互 · 计算机科学 2023-06-07 Amos Azaria , Rina Azoulay , Shulamit Reches

With the rapid advance of machine learning (ML) technology, large language models (LLMs) are increasingly explored as an intelligent tool to generate program code from natural language specifications. However, existing evaluations of LLMs…

软件工程 · 计算机科学 2024-06-19 Tanha Miah , Hong Zhu

ChatGPT and other large language models (LLMs) promise to revolutionize software development by automatically generating code from program specifications. We assess the performance of ChatGPT's GPT-3.5-turbo model on LeetCode, a popular…

软件工程 · 计算机科学 2024-11-13 Minda Li , Bhaskar Krishnamachari

This paper takes an exploratory approach to examine the use of ChatGPT for pattern mining. It proposes an eight-step collaborative process that combines human insight with AI capabilities to extract patterns from known uses. The paper…

人工智能 · 计算机科学 2024-12-24 Michael Weiss

Issue tracking systems serve as the primary tool for incorporating external users and customizing a software project to meet the users' requirements. However, the limited number of contributors and the challenge of identifying the best…

软件工程 · 计算机科学 2024-02-07 Joy Krishan Das , Saikat Mondal , Chanchal K. Roy

Generative AI and large language models have the potential to drastically improve the landscape of computing education by automatically generating personalized feedback and content. Recent works have studied the capabilities of these models…

机器学习 · 计算机科学 2023-08-08 Adish Singla

Graph Neural Networks (GNNs) have been recently leveraged to solve several logical reasoning tasks. Nevertheless, counting problems such as propositional model counting (#SAT) are still mostly approached with traditional solvers. Here we…

人工智能 · 计算机科学 2022-05-10 Gaia Saveri , Luca Bortolussi

Large Language Models (LLMs) could be a useful tool for lawyers. However, empirical research on their effectiveness in conducting legal tasks is scant. We study securities cases involving cryptocurrencies as one of numerous contexts where…

人工智能 · 计算机科学 2024-02-23 Arianna Trozze , Toby Davies , Bennett Kleinberg

Large Language Models (LLMs) have revo lutionized natural language processing Natural Language Processing (NLP), with Chat Generative Pre-trained Transformer (ChatGPT) standing out as a notable exampledue to its advanced capabilities and…

计算与语言 · 计算机科学 2025-03-25 Azim Akhtarshenas , Afshin Dini , Navid Ayoobi

The advancement of large language models (LLMs) has created a competitive landscape for AI-assisted programming tools. This study evaluates two leading models: ChatGPT 03-mini and DeepSeek-R1 on their ability to solve competitive…

软件工程 · 计算机科学 2026-05-21 Ronas Shakya , Sam Urmian , Mohammad Khalil

Large language model (LLM)-based tools such as ChatGPT seem useful for classical programming assignments. The more specialized the field, the more likely they lack reliability because of the lack of data to train them. In the case of…

计算与语言 · 计算机科学 2025-03-10 Yaiza Aragonés-Soria , Manuel Oriol

The utilisation of AI-driven tools, notably ChatGPT, within academic research is increasingly debated from several perspectives including ease of implementation, and potential enhancements in research efficiency, as against ethical concerns…

人机交互 · 计算机科学 2024-05-16 Aleksei Turobov , Diane Coyle , Verity Harding

This study investigates the efficacy of large language models (LLMs) as tools for grading master-level student essays. Utilizing a sample of 60 essays in political science, the study compares the accuracy of grades suggested by the GPT-4…

综合经济学 · 经济学 2024-06-25 Magnus Lundgren

The evaluation of clustering algorithms can involve running them on a variety of benchmark problems, and comparing their outputs to the reference, ground-truth groupings provided by experts. Unfortunately, many research papers and graduate…

机器学习 · 计算机科学 2023-10-27 Marek Gagolewski

For a natural language problem that requires some non-trivial reasoning to solve, there are at least two ways to do it using a large language model (LLM). One is to ask it to solve it directly. The other is to use it to extract the facts…

人工智能 · 计算机科学 2023-04-05 Fangzhen Lin , Ziyi Shou , Chengcai Chen