Can ChatGPT pass a physics degree? Making a case for reformation of assessment of undergraduate degrees

被引:0
|
作者
Pimbblet, K. A. [1 ]
Morrell, L. J. [2 ]
机构
[1] Univ Hull, Ctr Excellence Data Sci AI & Modelling, Cottingham Rd, Kingston Upon Hull HU6 7RX, England
[2] Univ Hull, Sch Nat Sci, Cottingham Rd, Kingston Upon Hull HU6 7RX, England
关键词
artificial intelligence; assessments; examinations;
D O I
10.1088/1361-6404/ad9874
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The emergence of conversational natural language processing models presents a significant challenge for Higher Education. In this work, we use the entirety of a UK Physics undergraduate (BSc with Honours) degree including all examinations and coursework to test if ChatGPT (GPT-4) can pass a degree. We adopt a 'maximal cheating' approach wherein we permit ourselves to modify questions for clarity, split question up into smaller sub-components, expand on answers given-especially for long form written responses, obtaining references, and use of advanced coaching, plug-ins and custom instructions to optimize outputs. In general, there are only certain parts of the degree in question where GPT-4 fails. Explicitly these include compulsory laboratory elements, and the final project which is assessed by a viva. If these were no issue, then GPT-4 would pass with a grade of an upper second class overall. In general, coding tasks are performed exceptionally well, along with simple single-step solution problems. Multiple step problems and longer prose are generally poorer along with interdisciplinary problems. We strongly suggest that there is now a necessity to urgently re-think and revise assessment practice in physics-and other disciplines-due to the existence of AI such as GPT-4. We recommend close scrutiny of assessment tasks: only invigilated in-person examinations, vivas, laboratory skills testing (or 'performances' in other disciplines), and presentations are not vulnerable to GPT-4, and urge consideration of how AI can be embedded within the disciplinary context.
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页数:22
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