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#artificial intelligence Preprint Feb 2026

MolLangData: A Large-Scale Dataset for Molecular Structure-Language Description via a Rule-Regularized Method

A fully automated annotation framework for generating precise molecular descriptions at scale, such that the original molecule can be unambiguously reconstructed from the description alone and the proposed framework and dataset provide a reliable foundation for molecule--language alignment.

Feiyang Cai, G. He, Yi Hu et al. · 0 citations
Preprint Aug 2026

DREAM Technical Report

This work presents DREAM (Developing Recommender Engine with Agentic Methods), an autonomous optimization control architecture that adds a perception-aware, orchestrable, and auditable policy layer atop existing pipelines without replacing them, supporting agentic meta-control as a viable paradigm for industrial recomm...

Bin Zhang, Bo-Wen Zheng, Chao Yi et al. · 0 citations

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