Author

Jianing Peng

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Aug 2026

A sustainable large language model predict framework for anaerobic digestion: bridging laboratory knowledge and industrial scaling.

Traditional machine learning (ML) generalizes poorly in anaerobic digestion (AD) prediction, failing to interpret unstructured contextual data. To bridge theoretical mechanisms and industrial scaling, we propose a knowledge-driven, multimodal large language model (LLM) framework with a two-stage strategy: literature pr...

Yi Zhang, Peng Quan, Fangyun Wang et al. · Bioresource Technology · 0 citations

#natural language process... Preprint Aug 2026

FormuEvo: LLM-Guided Evolution for Discovering Solver-Efficient Mixed-Integer Programming Formulations

A solver-informed diagnosis mechanism that exploits fine-grained solver statistics as verbal gradients for targeted refinement and a structured memory abstracts prior experience into reusable modeling strategies, avoiding redundant exploration while enabling zero-shot transfer to unseen problems and bootstrapping small...

Haofeng Yuan, Jianing Peng, Jieyi Bi et al. · 0 citations