Triple
T5257294
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Saab XWD all-wheel-drive system |
E118732
|
entity |
| Predicate | usesComponentFrom |
P9772
|
FINISHED |
| Object |
Haldex all-wheel-drive system
The Haldex all-wheel-drive system is an electronically controlled, on-demand AWD technology widely used by various car manufacturers to improve traction and handling by dynamically distributing power between the front and rear wheels.
|
E507052
|
NE FINISHED |
How this triple was built (5 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Haldex all-wheel-drive system | Statement: [Saab XWD all-wheel-drive system, usesComponentFrom, Haldex all-wheel-drive system]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Haldex all-wheel-drive system Context triple: [Saab XWD all-wheel-drive system, usesComponentFrom, Haldex all-wheel-drive system]
-
A.
Saab XWD all-wheel-drive system
The Saab XWD all-wheel-drive system is an advanced, electronically controlled AWD setup designed to enhance traction, handling, and stability by actively distributing power between the front and rear wheels (and between rear wheels in some versions).
-
B.
Hydractive 3+ suspension system
The Hydractive 3+ suspension system is Citroën’s advanced electronically controlled hydropneumatic suspension that automatically adjusts ride height and damping to maximize comfort and handling.
-
C.
4MATIC
4MATIC is Mercedes-Benz’s proprietary all-wheel-drive system designed to enhance traction, handling, and stability across various driving conditions.
-
D.
quattro all-wheel drive
quattro all-wheel drive is Audi’s signature permanent all-wheel-drive system designed to enhance traction, handling, and stability across varying driving conditions.
-
E.
BMW xDrive
BMW xDrive is BMW’s intelligent all-wheel-drive system designed to enhance traction, handling, and stability across varying driving conditions.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Haldex all-wheel-drive system Triple: [Saab XWD all-wheel-drive system, usesComponentFrom, Haldex all-wheel-drive system]
Generated description
The Haldex all-wheel-drive system is an electronically controlled, on-demand AWD technology widely used by various car manufacturers to improve traction and handling by dynamically distributing power between the front and rear wheels.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Haldex all-wheel-drive system Target entity description: The Haldex all-wheel-drive system is an electronically controlled, on-demand AWD technology widely used by various car manufacturers to improve traction and handling by dynamically distributing power between the front and rear wheels.
-
A.
Saab XWD all-wheel-drive system
The Saab XWD all-wheel-drive system is an advanced, electronically controlled AWD setup designed to enhance traction, handling, and stability by actively distributing power between the front and rear wheels (and between rear wheels in some versions).
-
B.
Hydractive 3+ suspension system
The Hydractive 3+ suspension system is Citroën’s advanced electronically controlled hydropneumatic suspension that automatically adjusts ride height and damping to maximize comfort and handling.
-
C.
4MATIC
4MATIC is Mercedes-Benz’s proprietary all-wheel-drive system designed to enhance traction, handling, and stability across various driving conditions.
-
D.
quattro all-wheel drive
quattro all-wheel drive is Audi’s signature permanent all-wheel-drive system designed to enhance traction, handling, and stability across varying driving conditions.
-
E.
BMW xDrive
BMW xDrive is BMW’s intelligent all-wheel-drive system designed to enhance traction, handling, and stability across varying driving conditions.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: usesComponentFrom Context triple: [Saab XWD all-wheel-drive system, usesComponentFrom, Haldex all-wheel-drive system]
-
A.
componentFrom
Indicates that one entity is derived from, produced by, or originates as a component of another entity.
-
B.
usedComponent
chosen
Indicates that one entity has employed or incorporated another entity as a component in its structure, function, or operation.
-
C.
isCoreComponentOf
Indicates that something is an essential, foundational part required for the structure, function, or identity of another entity.
-
D.
isPublicComponentOf
Indicates that one entity is a publicly accessible or externally visible part or module of another, larger entity or system.
-
E.
component1
Indicates that one entity functions as a constituent or part of another entity within a larger whole.
- F. None of above.
Provenance (6 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69bd446978108190bb5f9c5c23d93f88 |
completed | March 20, 2026, 12:58 p.m. |
| NER | Named-entity recognition | batch_69bd7bcced6881909bdb7ac5471a37fe |
completed | March 20, 2026, 4:54 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69befe7ded18819094f86cfff458953c |
completed | March 21, 2026, 8:24 p.m. |
| NEDg | Description generation | batch_69beff0dda548190831d34282afa9b8e |
completed | March 21, 2026, 8:26 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69beff6890f4819088cb053bcdb4f8a1 |
completed | March 21, 2026, 8:28 p.m. |
| PD | Predicate disambiguation | batch_69bd77c55224819096c0bcfcfae79bd3 |
completed | March 20, 2026, 4:37 p.m. |
Created at: March 20, 2026, 1:50 p.m.