Artificial Intelligence #finetuning#ner
FineREX Boosts Knowledge Graph Quality by 31% in Human Smuggling Document Analysis
Researchers introduce FineREX, a fine-tuned NER-RE pipeline for knowledge graph construction from unstructured legal documents. Compared to a larger general-purpose LLM baseline, FineREX achieves absolute improvements of 15.50% in entity F1 and 31.46% in relation F1, reduces legal noise by nearly half, and cuts processing time by 50%.
Jul 8, 2026 1 source