Text-to-OverpassQL: A Natural Language Interface for Complex Geodata Querying of OpenStreetMap
Paper • 2308.16060 • Published
Datasets:
prompt stringlengths 9 380 |
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steeplechase jumps kebab shops sports center around Bonn |
railway crossing box within 500m of Wuppertal station |
Find grinding mills near Potsdam main station |
Accessible occupational safety offices near Heidelberg main station? |
BBQ grill shop near Potsdam |
School playgrounds and outdoor break areas |
historical tiring platform in Freiburg |
Moroccan restaurant with RV sales |
Ways and nodes changed by uid:8559151 on 2019-01-10 |
Dog racing track in Bochum |
Where's a public kitchen I can use? |
Vietnamese restaurants in Hanover |
mini roundabouts for farm access near bremen station |
Hi-rail access points in Rostock |
bay near düsseldorf main station |
Water basins in Cologne |
Ways and nodes with the uid 8710077 newer than yesterday |
highway trunk with motorway link to larger towns, smaller towns and villages, paths mainly for walkers in current view |
Find bus traps near Hanover main station. |
Jersey barrier |
touch football fields with restricted access near Leipzig city center |
Delineators and toll barriers around Duisburg |
Pedestrian crossings in this area |
Where can I buy preserving jars in Essen? |
Streets in Durhma County that were imported from TIGER 2005 data and have not been reviewed |
Find catering services near Münster for custom meal preparation |
Where are satellite dishes located |
grill restaurant |
Railway land within 500m of Münster station |
Camping sites near Augsburg |
Historic pillory in Nuremberg city center |
Where can I find Japanese restaurants in Munich? |
Leather shop with bike parking in Nuremberg |
multipolygon area with outer role < 3 and inner role 0 in Saarland |
artist atelier with dock access near münster station |
intersection of highways called Realto Circle and Fleetwood Drive in the United States |
Find a highway that is limited for certein vehicle heights in current view |
indoor roads around Frankfurt city center |
Where's a shallow kids pool nearby? |
Handicraft workshops near power transmission structures |
graphic design studio near Dresden station |
All places in the current view last changed by the user "HK2002" between 2020-07-24 and 2020-07-25 |
boundary areas in New Caledonia |
Count of Objects with no place or type tag whose postal code matches ";" in France |
sanitary dump stations |
Ice hockey venues in Frankfurt |
Places in Poland whose website includes "republica" |
Find gullies created by water erosion |
miniature railway near Cologne |
All streets in area 3602383150 |
Partially covered guided tours near Dresden station |
Swing gates around here |
Military ice skating rink in Wuppertal |
Where's a good art gallery nearby? |
places with postal code HS6 5 in the window with coordinates 57.418153,-7.622562,57.789360,-6.988679 |
highway in Lauttasaari island in Helsinki, Finland in current view |
Where can I get tea near Berlin Hauptbahnhof? |
dams with bollards around cologne |
designated bicycle route called Maribyrnong River Trail in the current view |
Forest cutlines within 500m of Freiburg station? |
Tram level crossings around Hamburg |
Outdoor fitness stations with Arab food nearby |
Museum accessible by service road |
tundra area near Duisburg main station |
Historic decommissioned aircraft and truck dealer near Hanover station |
Cafes within 500 meters of Rostock main station |
Entities with a name matching "Palace" in current view |
Archives offices near Bonn |
rotating turntable near Potsdam |
recreation grounds in Brazil |
Insurance offices close to Dortmund main station? |
Glaciers near Stuttgart |
Hiking trails with English name tag "Shvil Israel" and official associated colour in current view |
Motels near Leipzig city center |
Planters without smoking nearby? |
scaffolder workshops around bonn |
storage shed with indoor corridor |
Flower fields with vacation apartments near Münster |
Show all the changes made by the user with the ID 9320686 from 2019-08-30 00:00 to 2019-08-30 23:00 |
an area in the highway with no traffic signs in Netherlands |
Forest cutlines and digesters near Heidelberg |
all nodes, ways and relations last edited by user mav1 after 2020-09-20T07:00:00Z in Russia |
aquarium with wheelchair access in Cologne |
Bollard barriers with partial cover near Munich central station. |
Juice bars in Dresden |
healthcare center with architect office in munich |
Bicycle shops in the area with ID 8649 |
construction sites with a timestamp created after 2017-01-01T00:00:00Z in the Netherlands |
Tattoo parlor in a booth near Augsburg? |
What riverbeds are within 500m of Heidelberg main station? |
Where can I find tundra areas? |
Mediterranean restaurant open 24/7 in Bonn |
Catenary power line supports around Bremen city center |
haha barrier near Augsburg |
Entities with a postcode matching 1000 in Makedonia |
Where are decommissioned missiles displayed or located? |
garden designer office in Freiburg |
Find advertising agencies in Münster. |
Gaga ball courts in Bremen |
Electrical insulators and power infrastructure |
End of preview. Expand in Data Studio
Overpass RL Training Prompts
Synthetic natural language prompts for training an Overpass QL generation model via GRPO.
Sources
Synthetic prompts: Generated by Claude Haiku 4.5 from OSM taginfo corpus tag combinations with varied spatial patterns, query types, and phrasing styles.
OverpassNL train split: Natural language inputs from the OverpassNL dataset (without gold queries), mixed in for ecological validity. See OverpassNL:
Staniek, M., Fink, N., Mahdavi, S. A., & Riezler, S. (2024). Text-to-OverpassQL: A Natural Language Interface for Complex Geodata Querying of OpenStreetMap. TACL, 12, 1375-1390. arXiv:2308.16060
Tag corpus: Built from taginfo.openstreetmap.org database dumps. OSM data is licensed under ODbL.
Schema
prompt: Natural language request (no system prompt, no gold query)
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