Geocoding aims to assign unambiguous locations (i.e., geographic coordinates) place names toponyms) referenced within documents (e.g., spreadsheet tables or textual paragraphs). This task comes with multiple challenges, such as dealing referent ambiguity (multiple places a same name) reference database completeness. In this work, we propose geocoding approach based on modeling pairs of toponyms...