Benchmarking pre-trained text embedding models in aligning built asset information
Paper • 2411.12056 • Published
query stringlengths 35 307 | positive sequencelengths 7 7 | negative sequencelengths 21 21 |
|---|---|---|
Treatment (Surface Feature type). A subtractive surface feature, e.g. grinding, or an additive surface feature, e.g. coating, or an impregnating treatment, or a series of any of these kinds of treatments. | [
"Water-based organic preservatives are products associated with preservatives, additives, and fire-retardant treatments. They are classified under formless coverings and finishes, which are part of the larger group of covering and finishing products. These preservatives are designed to enhance the durability and sa... | [
"Slip-resistant surface treatments are specialized coatings designed to enhance grip and prevent slipping. They are classified as formless covering and finish products, which are part of the larger grouping of covering and finishing products. These treatments are essential for safety in areas prone to wet or slippe... |
Treatment (Surface Feature type). A subtractive surface feature, e.g. grinding, or an additive surface feature, e.g. coating, or an impregnating treatment, or a series of any of these kinds of treatments. | [
"Ultraviolet (UV)-resistant sealers are a type of surface sealer that belongs to the group of formless coverings and finish products, which are part of the larger category of covering and finishing products. These sealers provide enhanced protection against UV radiation, helping to extend the lifespan of the surfac... | [
"Kitchen worktops are a type of product associated with tailored surfaces such as desks, tables, and counters, categorized under fittings. They are part of a wider group that includes signage, sanitary fittings, and other furnishings and equipment (ff&e). These surfaces are essential for both functional and aesthet... |
Treatment (Surface Feature type). A subtractive surface feature, e.g. grinding, or an additive surface feature, e.g. coating, or an impregnating treatment, or a series of any of these kinds of treatments. | [
"Water-based microemulsion preservatives are a type of product associated with preservation, additives, and fire-retardant applications. They are classified under the category of non-formed coatings and finishes, which are part of the larger group of covering and finishing products. These preservatives are effectiv... | [
"Loose-laid fatigue matting is a type of product associated with carpets, carpet tiles, coverings, underlays, and mats. It is classified under the category of non-rigid sheet, mat, and strip coverings and finishing products, which are part of a wider range of covering and finishing products. This product is designe... |
Treatment (Surface Feature type). A subtractive surface feature, e.g. grinding, or an additive surface feature, e.g. coating, or an impregnating treatment, or a series of any of these kinds of treatments. | [
"Masonry coatings made from silicate: This product is a type of decorative coating categorized as a formless covering and finishing product, which is part of the larger grouping of covering and finishing products. These coatings are typically used to enhance both the aesthetic and functional aspects of masonry surf... | [
"Copper slates are a type of flashing product, categorized as trim within the larger group of covering and finishing products. These slates are typically used to enhance the durability and aesthetic of building exteriors.",
"Browning plasters are a type of plaster and render that belong to the group of formless c... |
Flooring (Covering type). The covering is used to represent a flooring. | [
"Polyvinyl chloride (PVC) sheets with a foam backing: This item pertains to durable floor coverings and is categorized as a flexible sheet, mat, and strip covering and finishing product, part of a wider range of covering and finishing materials. This product is often used for its cushioning properties and ease of i... | [
"Resin floor coatings are a type of protective coating that belong to the group of formless coverings and finishes, which are part of the larger category of covering and finishing products. These coatings are designed to provide durable surface protection.",
"Terrazzo tiles are a type of tile unit utilized for bo... |
Flooring (Covering type). The covering is used to represent a flooring. | [
"Expanded (cushioned) polyvinyl chloride (PVC) tiles are a type of durable flooring solution categorized within non-rigid sheet, mat, and strip coverings and finishes. These tiles are part of the larger grouping of covering and finishing products used in building interiors. These tiles offer a blend of comfort and ... | [
"Floor edging strips are specific types of trim products designed for use with flooring and staircases. They belong to the trim product category, which is part of the larger group of covering and finishing products. These strips play a crucial role in providing a finished look and transition between different floor... |
Flooring (Covering type). The covering is used to represent a flooring. | [
"Tactile concrete flags are a type of paving unit categorized under unit skin products, which are a subset of the broader skin products category. These flags are designed to provide sensory feedback through their textured surface.",
"Multilayer flooring is associated with bedding and underlay compounds and is cla... | [
"Carbon steel interior panels: This product pertains to the category of cladding and lining panels and is classified as a type of rigid board, panel, sheet, or sectional product, all of which are part of the larger group known as skin products. These panels are commonly used for their strength and durability in var... |
Flooring (Covering type). The covering is used to represent a flooring. | [
"Rubber tiles with a smooth texture: These belong to the category of resilient flooring solutions and are classified as non-rigid sheet, mat, and strip coverings and finishes, part of a larger group of covering and finishing products. These smooth rubber tiles are designed for durability and aesthetic appeal in var... | [
"Anodized finishes: this item pertains to protective layers and is classified under the group of shapeless coverings and finishes, which is part of the larger category of covering and finishing products. These coatings enhance both the durability and aesthetic appeal of surfaces.",
"Ceramic tile step treads are a... |
Cladding (Covering type). The covering is used to represent a cladding. | [
"Quarry tile borders are a type of wall and floor tile component categorized under unit coverings and finishes, which are part of the larger group of covering and finishing products. These borders are typically used to enhance aesthetic and functional aspects of tile installations.",
"Compact or solid grade high-... | [
"Ornamental fittings made of concrete tile: These are components associated with roofing and cladding systems, categorized as unit skin products under the larger classification of skin products. These fittings enhance both the aesthetic and functional aspects of building exteriors.",
"Reflective coatings are a ty... |
Cladding (Covering type). The covering is used to represent a cladding. | [
"Impact-resistant sound-insulating panels are a type of composite sound-insulating panel classified as rigid boards, panels, sheets, and sectional products, which are part of the larger category of skin products. These panels are designed to reduce noise while withstanding impacts.",
"Ceramic tile borders are com... | [
"Bonding coats are a type of preparatory coating that belong to the formless covering and finish products category, which is part of the larger group of covering and finishing products. These products are essential for ensuring proper adhesion between surfaces.",
"Monolithic spray-applied finishing coats: This pr... |
Cladding (Covering type). The covering is used to represent a cladding. | [
"Stone tiles are categorized as units for wall and floor tiling, falling within the unit covering and finish products group, which is part of the larger category of covering and finishing products. These tiles are commonly used to enhance both the functionality and aesthetics of building surfaces.",
"Fiberglass r... | [
"Textured effect roll coverings are a type of decorative paper and roll covering product that belongs to the class of non-rigid sheet, mat, and strip coverings and finishes. These items are categorized within the larger group of covering and finishing products. These coverings are designed to add a distinctive text... |
Cladding (Covering type). The covering is used to represent a cladding. | [
"Ceramic panels are a type of rigid board, panel, sheet, or sectional product specifically used for cladding and lining. They are categorized under skin products. These panels are known for their durability and aesthetic appeal in building exteriors and interiors.",
"Wood shakes are a type of unit skin product sp... | [
"Water-based finishes with a medium sheen: This product belongs to the decorative coatings category, specifically classified as a formless finish and covering product, which itself is a part of the larger grouping of covering and finishing products. These finishes provide a durable surface with a subtle shine, enha... |
Cable Segment (Cable Segment type). Cable with a specific purpose to lead electric current within a circuit or any other electric construction. Includes all types of electric cables, mainly several core segments or conductor segments wrapped together. | [
"Polyvinyl chloride (PVC)-sheathed cables with thermosetting insulation that are non-armoured: These belong to the low-voltage cable category and are classified under cables, conductors, and fittings. This classification is part of the wider category that includes services and process distribution products. These c... | [
"Flexible electrical cable carriers are components utilized in managing cables, falling within the category of cables, conductors, and fittings. These items are part of the larger group of services and process distribution products. These carriers aid in organizing and protecting electrical cables in various instal... |
Cable Segment (Cable Segment type). Cable with a specific purpose to lead electric current within a circuit or any other electric construction. Includes all types of electric cables, mainly several core segments or conductor segments wrapped together. | [
"Cross-linked single-core cables insulated with silicone rubber: this item pertains to low-voltage cables and is classified under the category of cables, conductors, and fittings within the wider framework of services and process distribution products. These cables are known for their durability and high-performanc... | [
"Slotted insulating cable trays are components designed for organizing and managing cables, and they belong to the cables, conductors, and fittings category, which is part of the larger group of services and process distribution products. These trays aid in ensuring cables are neatly arranged and safely insulated."... |
Cable Segment (Cable Segment type). Cable with a specific purpose to lead electric current within a circuit or any other electric construction. Includes all types of electric cables, mainly several core segments or conductor segments wrapped together. | [
"Double-insulated, single-core (LSF) cables for signaling equipment rooms are a type of signaling cable that belong to the category of cables, conductors, and fittings. This category is part of a larger group that encompasses services and process distribution products. These cables are specifically designed to ensu... | [
"Locked coil strand cables are a type of support and restraint product used primarily in the suspension of bridges. They are categorized under structural and general products. These cables are integral for maintaining the structural integrity of suspension bridges.",
"Residual current circuit breakers are electri... |
Cable Segment (Cable Segment type). Cable with a specific purpose to lead electric current within a circuit or any other electric construction. Includes all types of electric cables, mainly several core segments or conductor segments wrapped together. | [
"Multicore screened cables that are low-smoke and halogen-free (LSHF) pertain to the signaling cable category and are part of the larger group of cables, conductors, and fittings. These are designed for use in service and process distribution applications. These cables are specifically engineered to emit minimal sm... | [
"Carbon steel razor wires are types of wire products that belong to the category encompassing wires, ropes, twines, and chains. They are classified under wire structures and general products, which are part of a larger group of structural and general products. These wires are designed for security purposes, featuri... |
Bend (Pipe fitting type). A fitting with typically two ports used to change the direction of flow between connected elements. | [
"Unplasticized polyvinyl chloride, or PVC-U, structured wall pipes and fittings designed for subterranean drainage systems: This item is associated with underground and pressure drainage pipes and fittings, classified under the segment of pipe, tube, and fitting products, which is part of the wider category of serv... | [
"Circular plastics ductwork and fittings refer to components used in duct systems, classified under the ductwork product category. This classification is part of a larger group encompassing services and process distribution products. These fittings and ductwork are essential for streamlined airflow management in va... |
Bend (Pipe fitting type). A fitting with typically two ports used to change the direction of flow between connected elements. | [
"Steel pipe fittings are components associated with the grouping of pipes, tubes, and fittings, categorized under the broader umbrella of products for services and process distribution. These fittings are essential for connecting and securing steel piping systems efficiently.",
"Chlorinated polyvinyl chloride (PV... | [
"Bath mixer taps are a type of fixture associated with the control and dispensing of water, categorized as sanitary fittings and accessories. These taps fall within the larger classification of signage, sanitary fittings, and other furnishings and equipment (ff&e) products. These taps are designed to blend hot and ... |
Bend (Pipe fitting type). A fitting with typically two ports used to change the direction of flow between connected elements. | [
"Polypropylene (PP) solid wall pipes and fittings designed for subterranean and pressure drainage systems are classified under the category of pipes, tubes, and fittings, which are part of the wider group of services and process distribution products. These components are essential for efficient below-ground draina... | [
"Buffer vessels are products associated with cylinders and buffer vessels, categorized under tank, cylinder, and vessel products. They belong to the wider classification of services and process source products. These vessels are essential for managing the flow and pressure in various systems.",
"Concrete pipe arc... |
Bend (Pipe fitting type). A fitting with typically two ports used to change the direction of flow between connected elements. | [
"Clay pipes and fittings for subterranean drainage: These components are associated with the infrastructure used for drainage systems that operate below ground level and handle pressurized flow. They are classified as part of the pipe, tube, and fitting category, which is included in the larger segment of services ... | [
"Differential pressure flowmeters are types of flow measuring devices categorized under measuring and metering products, which are part of the wider array of services and process general products. These devices are essential for accurately monitoring fluid flow rates.",
"Metal tile verge fittings are components a... |
Insulation (Covering type). The covering is used to insulate an element for thermal or acoustic purposes. | [
"Polyester foam boards are a type of rigid panel, board, sheet, or sectional product that belong to the category of plastics-derived board and sheet materials, and are classified under the wider category of skin products. These boards are known for their sturdy construction and versatility in various applications."... | [
"Mineral wool panels with a fabric covering for sound insulation: These are a type of composite sound-insulating panel that belong to the rigid board, panel, sheet, and sectional products category, specifically within the larger group of skin products. These panels are designed to enhance acoustic performance in va... |
Insulation (Covering type). The covering is used to insulate an element for thermal or acoustic purposes. | [
"Insulation casing made from unplasticized polyvinyl chloride (PVC-U) is a type of product used for insulating and protecting services. It is categorized under services support and containment products, which are part of the larger group of services and process general products. This product is essential for enhanc... | [
"Insulated damp-proof courses are a type of product associated with both damp-proof courses and cavity trays, classified under the non-rigid sheet, mat, and strip skin products category within the wider group of skin products. These products are essential for preventing moisture penetration in building structures."... |
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
Note: This dataset refers to reranking-p2p task as introduced in the paper.
@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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