TrussTutor-Bench: Benchmarking large language models on solution accuracy, sycophancy, and error detection in statics

Large language models (LLMs) have rapidly become a default source of help for students in science and engineering courses. In foundational engineering mechanics courses such as statics, students routinely use these tools to check answers, work through partial solutions, and ask for explanations. Eff