2 papers
cs.AI2026
TPS-CalcBench: A Benchmark and Diagnostic Evaluation Framework for LLM Analytical Calculation Competence in Hypersonic Thermal Protection System Engineering
Jinglai Zheng, Chuhan Qiao, Haiming Huang
Deploying LLMs as reasoning assistants in safety-critical aerospace engineering requires stricter evaluation criteria than general scientific benchmarks. In hypersonic thermal prot…
cs.AI2026
AeroTherm-GPT: A Verification-Centered LLM Framework for Thermal Protection System Engineering Workflows
Chuhan Qiao, Jinglai Zheng, Jie Huang +3
Integrating Large Language Models (LLMs) into hypersonic thermal protection system (TPS) design is bottlenecked by cascading constraint violations when generating executable simula…