Benchmarking pre-trained text embedding models in aligning built asset information
Paper • 2411.12056 • Published
sentences sequencelengths 67 569 | labels sequencelengths 67 569 |
|---|---|
[
"Basin (Tank type). An arbitrary open tank type.",
"Reinforcing Element. A reinforcing element represents bars, wires, strands, meshes, tendons, and other components embedded in concrete in such a manner that the reinforcement and the concrete act together in resisting forces.",
"Diabolo (Tendon Conduit type). ... | [
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"building control",
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"electrical",
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"structural"... |
[
"Ligature (Reinforcing bar type). The reinforcing bar is a ligature (link, stirrup).",
"Radiation Sensor (Sensor type). A device that senses or detects pressure.",
"Relay (Electric Time Control type). Electromagnetically operated contactor for making or breaking a control circuit.",
"Radiator (Space Heater ty... | [
"structural",
"building control",
"electrical",
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"electrical",
"building control",
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"building control",
"electrical",
"electrical",
"electrical",
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"building control",
"structural",
"electrical",
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"building contro... |
[
"Assisted Electric (Humidifier type). Water vapor is added into the airstream through water heated evaporation using an electric heater.",
"Reinforcing Element. A reinforcing element represents bars, wires, strands, meshes, tendons, and other components embedded in concrete in such a manner that the reinforcement... | [
"hvac",
"structural",
"structural",
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[
"Half Set of Blades (Track Element Type). A half set of blades consists of one stock rail and its switch rail complete with small fittings. It is right or left hand as seen by an observer in the centre of the track facing the switch heel from the switch toe. Note: definition from EN 13232-1-2004.",
"Centrifugal A... | [
"Built (Structural/Architectural)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Built (Structural/Architectural)",
"Built (Structural/Architectural)",
"Furnishing",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electri... |
[
"Ramp Flight. A ramp comprises a single inclined segment, or several inclined segments that are connected by a horizontal segment, referred to as a landing. A ramp flight is the single inclined segment and part of the ramp construction. In case of single flight ramps, the ramp flight and the ramp are identical.",
... | [
"Built (Structural/Architectural)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Built (Structural/Architectural)",
"Built (Structural/Architectural)",
"Furnishing",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electri... |
[
"Wall Standard Case. The IfcWallStandardCase defines a wall with certain constraints for the provision of parameters and with certain constraints for the geometric representation. The IfcWallStandardCase handles all cases of walls, that are extruded vertically:",
"Distribution Chamber Element. A distribution cham... | [
"Built (Structural/Architectural)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Built (Structural/Architectural)",
"Built (Structural/Architectural)",
"Furnishing",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electri... |
[
"Paving Slab (Slab type). Rigid pavement course of a road or other paved area, usually concrete.",
"Gravity Damper (Damper type). Gravity damper closes from the force of gravity. Commonly operated by gravitational weight.",
"Catenary Wire (Cable Carrier Segment type). A catenary wire is a longitudinal wire sup... | [
"Built (Structural/Architectural)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electrical/Plumbing)",
"Built (Structural/Architectural)",
"Built (Structural/Architectural)",
"Furnishing",
"Distribution (Mechanical/Electrical/Plumbing)",
"Distribution (Mechanical/Electri... |
["Railing. The railing is a frame assembly adjacent to human or vehicle circulation spaces and at so(...TRUNCATED) | ["Built (Structural/Architectural)","Distribution (Mechanical/Electrical/Plumbing)","Distribution (M(...TRUNCATED) |
["Column (Column type). A usually vertical member that may be load bearing and requiring resistance (...TRUNCATED) | ["Built (Structural/Architectural)","Furnishing","Geotechnical","Built (Structural/Architectural)","(...TRUNCATED) |
["Roof Drain (Waste Terminal type). Pipe fitting, set into the roof, that collects rainwater for dis(...TRUNCATED) | ["Distribution (Mechanical/Electrical/Plumbing)","Distribution (Mechanical/Electrical/Plumbing)","Di(...TRUNCATED) |
End of preview. Expand in Data Studio
Data sources
- Industry Foundation Classes (IFC) published by buildingSmart International: https://ifc43-docs.standards.buildingsmart.org/
- Uniclass product tables published by NBS: https://www.thenbs.com/our-tools/uniclass
License
- cc-by-nc-nd-4.0: https://creativecommons.org/licenses/by-nc-nd/4.0/deed.en
How to cite
Research paper on the dataset development and validations: https://arxiv.org/abs/2411.12056
@article{shahinmoghadam2024benchmarking,
title={Benchmarking pre-trained text embedding models in aligning built asset information},
author={Shahinmoghadam, Mehrzad and Motamedi, Ali},
journal={arXiv preprint arXiv:2411.12056},
year={2024}
}
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