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Multi-modal molecule structure–text model for text-based retrieval and editing.Nature Machine Intelligence, 5(12):1447–1457, 2023

Shengchao Liu, Weili Nie, Chengpeng Wang, Jiarui Lu, Zhuoran Qiao, Ling Liu, Jian Tang, Chaowei Xiao, Animashree Anandkumar · 2023 · arXiv 2212.10789

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Atomistic Language Models Understand and Generate Materials

cs.LG · 2026-06-19 · unverdicted · novelty 7.0

ALMs unify pretrained atomistic encoder, LLM, and denoising diffusion via continuous projectors and staged training to reach SOTA on text-conditioned crystal prediction and de novo generation.

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  • Atomistic Language Models Understand and Generate Materials cs.LG · 2026-06-19 · unverdicted · none · ref 55

    ALMs unify pretrained atomistic encoder, LLM, and denoising diffusion via continuous projectors and staged training to reach SOTA on text-conditioned crystal prediction and de novo generation.