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From Natural Language to Simulations: Applying GPT-3 Codex to Automate Simulation Modeling of Logistics Systems. (arXiv:2202.12107v2 [cs.AI] UPDATED)
cs.CL updates on arXiv.org arxiv.org
Our work is the first attempt to apply Natural Language Processing to
automate the development of simulation models of systems vitally important for
logistics. We demonstrated that the framework built on top of the fine-tuned
GPT-3 Codex, a Transformer-based language model, could produce functionally
valid simulations of queuing and inventory control systems given the verbal
description. In conducted experiments, GPT-3 Codex demonstrated convincing
expertise in Python as well as an understanding of the domain-specific
vocabulary. As a result, the language …
ai arxiv automate codex gpt gpt-3 language logistics modeling natural natural language simulation simulations systems