paper-with-me

Papers

Unreflected Acceptance -- Investigating the Negative Consequences of ChatGPT-Assisted Problem Solving in Physics Education

2023-08-21 · Lars Krupp, Steffen Steinert, Maximilian Kiefer-Emmanouilidis, Karina E. Avila, Paul Lukowicz, Jochen Kuhn, Stefan Küchemann, Jakob Karolus

Large language models (LLMs) have recently gained popularity. However, the impact of their general availability through ChatGPT on sensitive areas of everyday life, such as education, remains unclear. Nevertheless, the societal impact on established educational methods is already being experienced by both students and educators. Our work focuses on higher physics education and examines problem solving strategies. In a study, students with a background in physics were assigned to solve physics exercises, with one group having access to an internet search engine (N=12) and the other group being allowed to use ChatGPT (N=27). We evaluated their performance, strategies, and interaction with the provided tools. Our results showed that nearly half of the solutions provided with the support of ChatGPT were mistakenly assumed to be correct by the students, indicating that they overly trusted ChatGPT even in their field of expertise. Likewise, in 42% of cases, students used copy & paste to query ChatGPT -- an approach only used in 4% of search engine queries -- highlighting the stark differences in interaction behavior between the groups and indicating limited reflection when using ChatGPT. In our work, we demonstrated a need to (1) guide students on how to interact with LLMs and (2) create awareness of potential shortcomings for users.

📄 PDF Abstract BibTeX arXiv:2309.03087

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Snowman: A Million-scale Chinese Commonsense Knowledge Graph Distilled from Foundation Model

2023-06-17 · Jiaan Wang, Jianfeng Qu, Yunlong Liang, Zhixu Li 외

Constructing commonsense knowledge graphs (CKGs) has attracted wide research attention due to its significant importance in cognitive intelligence. Nevertheless, existing CKGs are typically oriented to English, limiting …

Knowledge Graphs

Bloated Disclosures: Can ChatGPT Help Investors Process Information?

2023-06-17 · Alex Kim, Maximilian Muhn, Valeri Nikolaev

Generative AI tools such as ChatGPT can fundamentally change the way investors process information. We probe the economic usefulness of these tools in summarizing complex corporate disclosures using the stock market as a…

Language Modelling

AgentPeerTalk: Empowering Students through Agentic-AI-Driven Discernment of Bullying and Joking in Peer Interactions in Schools

2024-07-27 · Aditya Paul, Chi Lok Yu, Eva Adelina Susanto, Nicholas Wai Long Lau 외

Addressing school bullying effectively and promptly is crucial for the mental health of students. This study examined the potential of large language models (LLMs) to empower students by discerning between bullying and j…

Stars, Stripes, and Silicon: Unravelling the ChatGPT's All-American, Monochrome, Cis-centric Bias

2024-10-02 · Federico Torrielli

This paper investigates the challenges associated with bias, toxicity, unreliability, and lack of robustness in large language models (LLMs) such as ChatGPT. It emphasizes that these issues primarily stem from the qualit…

AllDiversity

Unreflected Use of Tabular Data Repositories Can Undermine Research Quality

2025-03-12 · Andrej Tschalzev, Lennart Purucker, Stefan Lüdtke, Frank Hutter 외

Data repositories have accumulated a large number of tabular datasets from various domains. Machine Learning researchers are actively using these datasets to evaluate novel approaches. Consequently, data repositories hav…

Model Selection