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Chemical Society Reviews
Article . 2025 . Peer-reviewed
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https://dx.doi.org/10.18452/31...
Article . 2024
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From text to insight: large language models for chemical data extraction

Authors: Mara Schilling-Wilhelmi; Martiño Ríos-García; Sherjeel Shabih; María Victoria Gil; Santiago Miret; Christoph T. Koch; José A. Márquez; +1 Authors

From text to insight: large language models for chemical data extraction

Abstract

Large language models (LLMs) allow for the extraction of structured data from unstructured sources, such as scientific papers, with unprecedented accuracy and performance.

Countries
Germany, Spain
Keywords

Build resilient infrastructure, promote inclusive and sustainable industrialization and foster innovation, 540 Chemie und zugeordnete Wissenschaften, ddc:540, http://metadata.un.org/sdg/9, structured data ; systematic materials design ; large language models LLMs

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    popularity
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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download
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
5
Top 10%
Average
Top 10%
22
35
Green
hybrid