#engineering-ai2 articles

2 articles

AINeutralarXiv – CS AI · 5h ago1

🧠

Engineering Reasoning and Instruction (ERI) Benchmark: A Large Taxonomy-driven Dataset for Foundation Models and Agents

Researchers released the ERI benchmark, a comprehensive dataset spanning 9 engineering fields and 55 subdomains to evaluate large language models' engineering capabilities. The benchmark tested 7 LLMs across 57,750 records, revealing a clear three-tier performance structure with frontier models like GPT-5 and Claude Sonnet 4 significantly outperforming mid-tier and smaller models.

AIBullisharXiv – CS AI · 5h ago1

🧠

Type-Aware Retrieval-Augmented Generation with Dependency Closure for Solver-Executable Industrial Optimization Modeling

Researchers developed a type-aware retrieval-augmented generation (RAG) method that translates natural language requirements into solver-executable optimization code for industrial applications. The method uses a typed knowledge base and dependency closure to ensure code executability, successfully validated on battery production optimization and job scheduling tasks where conventional RAG approaches failed.