Testing LLM performance on the Physics GRE: some observations
Not on the map. Why?
Abstract (arXiv)
With the recent developments in large language models (LLMs) and their widespread availability through open source models and/or low-cost APIs, several exciting products and applications are emerging, many of which are in the field of STEM educational technology for K-12 and university students. There is a need to evaluate these powerful language models on several benchmarks, in order to understand their risks and limitations. In this short paper, we summarize and analyze the performance of Bard, a popular LLM-based conversational service made available by Google, on the standardized Physics GRE examination.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 11 of its 20 references that are in the map. First posted on arXiv 7 Dec 2023.
Builds on
11 of 20 references.
References · 11
- 2020Language Models are Few-Shot Learnerscited by 32,199
- 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,865
- 2020Measuring Massive Multitask Language Understandingcited by 7,768
- 2018GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understandingcited by 4,854
- 2018Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challengecited by 4,710
- 2023QLoRA: Efficient Finetuning of Quantized LLMscited by 3,355
- 2022BLOOM: A 176B-Parameter Open-Access Multilingual Language Modelcited by 1,968
- 2022LaMDA: Language Models for Dialog Applicationscited by 1,218
- 2019Ludwig: a type-based declarative deep learning toolboxcited by 24
- 2023Advances in apparent conceptual physics reasoning in GPT-4cited by 12
- 2023Can ChatGPT pass the Vietnamese National High School Graduation Examination?cited by 5
Built on by
Citing papers per year: 2024: 1; 2025: 2; 2026: 1.
4 papers.
- 2026Large Language Model Reasoning Failurescited by 20
- 2024ChemSafetyBench: Benchmarking LLM Safety on Chemistry Domaincited by 14
- 2025PhysicsEval: Inference-Time Techniques to Improve the Reasoning Proficiency of Large Language Models on Physics Problemscited by 7
- 2025From Test-taking to Cognitive Scaffolding: A Pedagogical Diagnostic Benchmark for LLMs on English Standardized Testscited by 1
- 2026Large Language Model Reasoning Failures5 Feb 2026
- 2025PhysicsEval: Inference-Time Techniques to Improve the Reasoning Proficiency of Large Language Models on Physics Problems31 Jul 2025
- 2025From Test-taking to Cognitive Scaffolding: A Pedagogical Diagnostic Benchmark for LLMs on English Standardized Tests17 May 2025
- 2024ChemSafetyBench: Benchmarking LLM Safety on Chemistry Domain23 Nov 2024