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Amaevia Lim

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Review Jul 2026

Performance of large language models in data extraction for evidence synthesis: A systematic review

OBJECTIVE Data extraction is among the most resource-intensive and error-prone stages of systematic review production. Large language models (LLMs) offer potential for automating or semi-automating this process, yet their performance characteristics remain incompletely characterised. This systematic review aimed to com...

Ravi Shankar, Amaevia Lim, Xu Qian · 0 citations

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