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Zongying Lin

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Articles

Navigating chemical-linguistic sharing space with heterogeneous molecular encoding

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By Liuzhenghao Lv, Yu Wang, Zijun Chen, Zhiyuan Yan, Yuyang Liu, Li Yuan Verified, Yonghong Tian, Zongying Lin
| Nature Verified
Abstract Chemical language models are powerful tools for navigating chemical space, but their reliance on linear representations such as molecular strings creates a semantic gap, hindering their ability to bridge natural language with the full complexity of molecular structures.
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