=Paper=
{{Paper
|id=Vol-4283/paper225
|storemode=property
|title=From Frozen Encoders to Multi-Agent LLM Pipelines: An Iterative Journey through Person–Place Relation Extraction in Multilingual Historical Texts
|pdfUrl=https://ceur-ws.org/Vol-4283/paper225.pdf
|volume=Vol-4283
|authors=Pradyuman Singh Shekhawat,Rohan Gupta
}}
==From Frozen Encoders to Multi-Agent LLM Pipelines: An Iterative Journey through Person–Place Relation Extraction in Multilingual Historical Texts==
<pdf width="1500px">https://ceur-ws.org/Vol-4283/paper225.pdf</pdf>
<pre>
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