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Related papers: Measuring reasoning capabilities of ChatGPT

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Causal reasoning ability is crucial for numerous NLP applications. Despite the impressive emerging ability of ChatGPT in various NLP tasks, it is unclear how well ChatGPT performs in causal reasoning. In this paper, we conduct the first…

Computation and Language · Computer Science 2023-10-13 Jinglong Gao , Xiao Ding , Bing Qin , Ting Liu

Unit testing is essential in detecting bugs in functionally-discrete program units. Manually writing high-quality unit tests is time-consuming and laborious. Although traditional techniques can generate tests with reasonable coverage, they…

Software Engineering · Computer Science 2024-05-21 Zhiqiang Yuan , Yiling Lou , Mingwei Liu , Shiji Ding , Kaixin Wang , Yixuan Chen , Xin Peng

With ChatGPT under the spotlight, utilizing large language models (LLMs) to assist academic writing has drawn a significant amount of debate in the community. In this paper, we aim to present a comprehensive study of the detectability of…

Computation and Language · Computer Science 2024-03-19 Zeyan Liu , Zijun Yao , Fengjun Li , Bo Luo

In this thesis, I evaluate the performance of Large Language Models (LLMs) on the Law School Admissions Test (LSAT), specifically the Logic Games section of the test. I focus on this section because it presents a complex logical reasoning…

Computation and Language · Computer Science 2024-10-01 Saumya Malik

Although large language models (LLMs) have achieved excellent performance in a variety of evaluation benchmarks, they still struggle in complex reasoning tasks which require specific knowledge and multi-hop reasoning. To improve the…

Computation and Language · Computer Science 2023-11-07 Zhipeng Chen , Kun Zhou , Beichen Zhang , Zheng Gong , Wayne Xin Zhao , Ji-Rong Wen

Measuring the full abilities of large language models (LLMs) requires benchmarks representing multiple tasks. We aim to create large, high-quality datasets for comparison of logical reasoning skills across several languages and of suitable…

Computation and Language · Computer Science 2025-11-06 Sofie Helene Bruun , Dan Saattrup Smart

ChatGPT is a chatbot that can answer text prompts fairly accurately, even performing very well on postgraduate-level questions. Many educators have found that their take-home or remote tests and exams are vulnerable to ChatGPT-based…

Computation and Language · Computer Science 2024-02-26 Shanker Ram , Chen Qian

We conduct a pilot study selectively evaluating the cognitive abilities (decision making and spatial reasoning) of two recently released generative transformer models, ChatGPT and DALL-E 2. Input prompts were constructed following neutral a…

Artificial Intelligence · Computer Science 2023-02-21 Zhisheng Tang , Mayank Kejriwal

Recently, ChatGPT has attracted great attention, as it can generate fluent and high-quality responses to human inquiries. Several prior studies have shown that ChatGPT attains remarkable generation ability compared with existing models.…

Computation and Language · Computer Science 2023-03-03 Qihuang Zhong , Liang Ding , Juhua Liu , Bo Du , Dacheng Tao

Large language models (LLMs) excel at natural language tasks but remain brittle in domains requiring precise logical and symbolic reasoning. Chaotic dynamical systems provide an especially demanding test because chaos is deterministic yet…

Artificial Intelligence · Computer Science 2026-02-13 Noel Thomas

Recently developed large language models (LLMs) have been shown to perform remarkably well on a wide range of language understanding tasks. But, can they really "reason" over the natural language? This question has been receiving…

Computation and Language · Computer Science 2024-06-07 Mihir Parmar , Nisarg Patel , Neeraj Varshney , Mutsumi Nakamura , Man Luo , Santosh Mashetty , Arindam Mitra , Chitta Baral

While ChatGPT may help students to learn to program, it can be misused to do plagiarism, a breach of academic integrity. Students can ask ChatGPT to complete a programming task, generating a solution from other people's work without proper…

Artificial Intelligence · Computer Science 2023-10-02 Hapnes Toba , Oscar Karnalim , Meliana Christianti Johan , Terutoshi Tada , Yenni Merlin Djajalaksana , Tristan Vivaldy

This study aimed at evaluating how students perceive the linguistic quality and scientific accuracy of ChatGPT responses to physics comprehension questions. A total of 102 first- and second-year physics students were confronted with three…

Physics Education · Physics 2023-06-27 Merten Nikolay Dahlkemper , Simon Zacharias Lahme , Pascal Klein

The introduction of ChatGPT has put Artificial Intelligence (AI) Natural Language Processing (NLP) in the spotlight. ChatGPT adoption has been exponential with millions of users experimenting with it in a myriad of tasks and application…

Computation and Language · Computer Science 2023-10-02 Gonzalo Martínez , Javier Conde , Pedro Reviriego , Elena Merino-Gómez , José Alberto Hernández , Fabrizio Lombardi

Code reviews are central for software quality assurance. Ideally, reviewers should explain their feedback to enable authors of code changes to understand the feedback and act accordingly. Different developers might need different…

Software Engineering · Computer Science 2024-10-11 Ratnadira Widyasari , Ting Zhang , Abir Bouraffa , Walid Maalej , David Lo

Generative artificial intelligence tools, like ChatGPT, are an increasingly utilized resource among computational social scientists. Nevertheless, there remains space for improved understanding of the performance of ChatGPT in complex tasks…

Computation and Language · Computer Science 2025-12-02 Breanna E. Green , Ashley L. Shea , Pengfei Zhao , Drew B. Margolin

We introduce LogicAsker, a novel approach for evaluating and enhancing the logical reasoning capabilities of large language models (LLMs) such as ChatGPT and GPT-4. Despite LLMs' prowess in tasks like writing assistance, code generation,…

Software Engineering · Computer Science 2024-10-10 Yuxuan Wan , Wenxuan Wang , Yiliu Yang , Youliang Yuan , Jen-tse Huang , Pinjia He , Wenxiang Jiao , Michael R. Lyu

Large language models (LLMs) such as ChatGPT and Vicuna have shown remarkable capacities in comprehending and producing language. However, their internal workings remain a black box, and it is unclear whether LLMs and chatbots can develop…

Computation and Language · Computer Science 2024-03-27 Zhenguang G. Cai , Xufeng Duan , David A. Haslett , Shuqi Wang , Martin J. Pickering

Large Language Models (LLMs) have been gaining increasing attention and demonstrated promising performance across a variety of Software Engineering (SE) tasks, such as Automated Program Repair (APR), code summarization, and code completion.…

Software Engineering · Computer Science 2024-04-18 Quanjun Zhang , Tongke Zhang , Juan Zhai , Chunrong Fang , Bowen Yu , Weisong Sun , Zhenyu Chen

Large language models (LLMs) have demonstrated exceptional performance across various linguistic tasks. However, it remains uncertain whether LLMs have developed human-like fine-grained grammatical intuition. This preregistered study…

Computation and Language · Computer Science 2024-06-18 Zhuang Qiu , Xufeng Duan , Zhenguang G. Cai