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New Benchmark SupraBench Evaluates LLMs in Supramolecular Chemistry

Researchers have introduced SupraBench, a new benchmark designed to evaluate the capabilities of large language models (LLMs) in the field of supramolecular chemistry. The benchmark addresses the need for systematic evaluation of LLMs on tasks such as binding affinity prediction and host-guest reasoning, which are crucial for accelerating the design of molecular assemblies. Alongside SupraBench, a 16M-token corpus named SupraPMC was released to aid in adapting LLMs to this specialized domain. Initial benchmarking revealed significant room for improvement across various LLMs, with domain adaptation showing mixed results depending on the task. AI

RANK_REASON The cluster describes the release of a new academic benchmark and associated dataset for evaluating LLMs in a specialized scientific domain.

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New Benchmark SupraBench Evaluates LLMs in Supramolecular Chemistry

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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Tianyi Ma, Yijun Ma, Zehong Wang, Weixiang Sun, Ziming Li, Connor R. Schmidt, Chuxu Zhang, Matthew J. Webber, Yanfang Ye ·

    SupraBench: A Benchmark for Supramolecular Chemistry

    arXiv:2606.13477v1 Announce Type: cross Abstract: Supramolecular chemistry, which includes the study of non-covalent host-guest assemblies, has advanced various applications. However, designing host-guest systems remains time-consuming, requiring days of dry-lab verification per …

  2. arXiv cs.AI TIER_1 English(EN) · Yanfang Ye ·

    SupraBench: A Benchmark for Supramolecular Chemistry

    Supramolecular chemistry, which includes the study of non-covalent host-guest assemblies, has advanced various applications. However, designing host-guest systems remains time-consuming, requiring days of dry-lab verification per candidate pair. Although LLMs have emerged as a fa…