Triple
T3844685
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toyota Motor North America |
E93539
|
entity |
| Predicate | brandManaged |
P42952
|
FINISHED |
| Object |
Toyota Certified Used Vehicles
Toyota Certified Used Vehicles is Toyota’s official certified pre-owned car program in North America, offering inspected, warrantied used Toyota vehicles with additional benefits and assurances.
|
E393338
|
NE FINISHED |
How this triple was built (4 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: Toyota Certified Used Vehicles | Statement: [Toyota Motor North America, brandManaged, Toyota Certified Used Vehicles]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toyota Certified Used Vehicles Context triple: [Toyota Motor North America, brandManaged, Toyota Certified Used Vehicles]
-
A.
Toyota dealer network
The Toyota dealer network is the global system of authorized Toyota dealerships that sell and service Toyota vehicles and provide related customer support.
-
B.
Toyota vehicles
Toyota vehicles are a globally recognized line of reliable, fuel-efficient cars, trucks, and SUVs produced by the Japanese automaker Toyota.
-
C.
Toyota Financial Services
Toyota Financial Services is the financial services arm of Toyota, providing auto loans, leasing, insurance, and related financial products to Toyota customers worldwide.
-
D.
Toyota Motor North America
Toyota Motor North America is the regional headquarters responsible for managing Toyota’s automotive operations, sales, marketing, and manufacturing across the United States, Canada, and Mexico.
-
E.
Toyota Auto Body Co., Ltd.
Toyota Auto Body Co., Ltd. is a Japanese automotive manufacturer within the Toyota Group that specializes in designing and producing vehicle bodies, minivans, and commercial vehicles.
- 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: Toyota Certified Used Vehicles Triple: [Toyota Motor North America, brandManaged, Toyota Certified Used Vehicles]
Generated description
Toyota Certified Used Vehicles is Toyota’s official certified pre-owned car program in North America, offering inspected, warrantied used Toyota vehicles with additional benefits and assurances.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Toyota Certified Used Vehicles Target entity description: Toyota Certified Used Vehicles is Toyota’s official certified pre-owned car program in North America, offering inspected, warrantied used Toyota vehicles with additional benefits and assurances.
-
A.
Toyota dealer network
The Toyota dealer network is the global system of authorized Toyota dealerships that sell and service Toyota vehicles and provide related customer support.
-
B.
Toyota vehicles
Toyota vehicles are a globally recognized line of reliable, fuel-efficient cars, trucks, and SUVs produced by the Japanese automaker Toyota.
-
C.
Toyota Financial Services
Toyota Financial Services is the financial services arm of Toyota, providing auto loans, leasing, insurance, and related financial products to Toyota customers worldwide.
-
D.
Toyota Motor North America
Toyota Motor North America is the regional headquarters responsible for managing Toyota’s automotive operations, sales, marketing, and manufacturing across the United States, Canada, and Mexico.
-
E.
Toyota Auto Body Co., Ltd.
Toyota Auto Body Co., Ltd. is a Japanese automotive manufacturer within the Toyota Group that specializes in designing and producing vehicle bodies, minivans, and commercial vehicles.
- F. None of above. chosen
Provenance (5 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_69aed96ce578819084ab16e3439976c9 |
completed | March 9, 2026, 2:30 p.m. |
| NER | Named-entity recognition | batch_69aeebb655c081909ec5ff3d09eb4778 |
completed | March 9, 2026, 3:48 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b504122cb08190ba97ce14e8d891fc |
completed | March 14, 2026, 6:45 a.m. |
| NEDg | Description generation | batch_69b504a31de08190b543549a2b05b038 |
completed | March 14, 2026, 6:48 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5084c8bd48190b7afc80bed196c90 |
completed | March 14, 2026, 7:03 a.m. |
Created at: March 9, 2026, 3:18 p.m.