Triple
T8930210
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | MAN TGS |
E212633
|
entity |
| Predicate | automatedTransmissionBrand |
P86244
|
FINISHED |
| Object |
MAN TipMatic
MAN TipMatic is MAN’s proprietary automated manual transmission system designed to optimize gear shifting, fuel efficiency, and driving comfort in its commercial vehicles.
|
E766235
|
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: MAN TipMatic | Statement: [MAN TGS, automatedTransmissionBrand, MAN TipMatic]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: MAN TipMatic Context triple: [MAN TGS, automatedTransmissionBrand, MAN TipMatic]
-
A.
Hydra-Matic automatic transmission
The Hydra-Matic automatic transmission was one of the first mass-produced fully automatic automotive transmissions, developed by General Motors and widely used in mid-20th-century American cars.
-
B.
GM 4L60-E
The GM 4L60-E is an electronically controlled four-speed automatic transmission widely used in General Motors rear-wheel-drive cars and light trucks during the 1990s and 2000s.
-
C.
4MATIC
4MATIC is Mercedes-Benz’s proprietary all-wheel-drive system designed to enhance traction, handling, and stability across various driving conditions.
-
D.
Meritor
Meritor is the abbreviated name of Meritor Savings Bank, FSB, a former U.S. financial institution that provided consumer and commercial banking services.
-
E.
Holley
Holley is a surname most notably associated with Alexander Lyman Holley, a prominent 19th-century American engineer and steel industry pioneer.
- 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: MAN TipMatic Triple: [MAN TGS, automatedTransmissionBrand, MAN TipMatic]
Generated description
MAN TipMatic is MAN’s proprietary automated manual transmission system designed to optimize gear shifting, fuel efficiency, and driving comfort in its commercial vehicles.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: MAN TipMatic Target entity description: MAN TipMatic is MAN’s proprietary automated manual transmission system designed to optimize gear shifting, fuel efficiency, and driving comfort in its commercial vehicles.
-
A.
Hydra-Matic automatic transmission
The Hydra-Matic automatic transmission was one of the first mass-produced fully automatic automotive transmissions, developed by General Motors and widely used in mid-20th-century American cars.
-
B.
GM 4L60-E
The GM 4L60-E is an electronically controlled four-speed automatic transmission widely used in General Motors rear-wheel-drive cars and light trucks during the 1990s and 2000s.
-
C.
4MATIC
4MATIC is Mercedes-Benz’s proprietary all-wheel-drive system designed to enhance traction, handling, and stability across various driving conditions.
-
D.
Meritor
Meritor is the abbreviated name of Meritor Savings Bank, FSB, a former U.S. financial institution that provided consumer and commercial banking services.
-
E.
Holley
Holley is a surname most notably associated with Alexander Lyman Holley, a prominent 19th-century American engineer and steel industry pioneer.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: automatedTransmissionBrand Context triple: [MAN TGS, automatedTransmissionBrand, MAN TipMatic]
-
A.
transmissionModel
Indicates the mechanism or pattern by which something (such as information, disease, or signals) is passed or conveyed from one entity or location to another.
-
B.
carManufacturer
Indicates that one entity is the company that produces or manufactures the car represented by the other entity.
-
C.
fieldedCarBrand
Indicates that a particular car brand has been entered, deployed, or represented (e.g., in a race, event, or lineup) by some agent or organization.
-
D.
transmissionType
Indicates the method or medium through which something is transmitted or conveyed from one entity to another.
-
E.
manufacturerType
Indicates the classification or category of a manufacturer based on its role, characteristics, or production type.
- F. None of above. chosen
Provenance (7 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_69ca8395c438819087d7cb844ab5990c |
completed | March 30, 2026, 2:07 p.m. |
| NER | Named-entity recognition | batch_69cc6676d5d881908ce78cbb5561a68b |
completed | April 1, 2026, 12:27 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cfba63544081909394500f28b34ccb |
completed | April 3, 2026, 1:02 p.m. |
| NEDg | Description generation | batch_69cfbc685bf08190a716a28cc9bcd031 |
completed | April 3, 2026, 1:11 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cfbcc19ee081909e564040fea2ad9a |
completed | April 3, 2026, 1:12 p.m. |
| PD | Predicate disambiguation | batch_69cc5ed3286c8190a21de2ee11f2639f |
completed | March 31, 2026, 11:54 p.m. |
| PDg | Predicate description generation | batch_69cc608331f88190bcb500ff63527f8a |
completed | April 1, 2026, 12:02 a.m. |
Created at: March 30, 2026, 6:57 p.m.