Triple
T16390416
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toyota Industries Corporation |
E398035
|
entity |
| Predicate | subsidiary |
P258
|
FINISHED |
| Object |
Toyota L&F
Toyota L&F is a Toyota Industries Corporation division specializing in logistics and material handling equipment, including forklifts and warehouse solutions.
|
E1209947
|
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 L&F | Statement: [Toyota Industries Corporation, subsidiary, Toyota L&F]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toyota L&F Context triple: [Toyota Industries Corporation, subsidiary, Toyota L&F]
-
A.
Toyota Belta
The Toyota Belta is a subcompact sedan produced by Toyota, closely related to the Yaris and marketed in various regions under different nameplates.
-
B.
Toyota Boshoku Corporation
Toyota Boshoku Corporation is a major Japanese automotive parts manufacturer best known for producing interior components and seats, primarily for Toyota and other automakers worldwide.
-
C.
Toyota Kluger
The Toyota Kluger is a mid-size crossover SUV produced by Toyota, marketed in various regions as a comfortable, family-oriented vehicle with three-row seating.
-
D.
Lexus
Lexus is the luxury vehicle division of the Japanese automaker Toyota, known for its premium sedans, SUVs, and hybrids that emphasize comfort, reliability, and advanced technology.
-
E.
Toyota War
The Toyota War was the 1987 final phase of the Chadian–Libyan conflict, marked by highly mobile Chadian forces using Toyota pickup trucks to decisively defeat Libyan troops.
- 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 L&F Triple: [Toyota Industries Corporation, subsidiary, Toyota L&F]
Generated description
Toyota L&F is a Toyota Industries Corporation division specializing in logistics and material handling equipment, including forklifts and warehouse solutions.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Toyota L&F Target entity description: Toyota L&F is a Toyota Industries Corporation division specializing in logistics and material handling equipment, including forklifts and warehouse solutions.
-
A.
Toyota Belta
The Toyota Belta is a subcompact sedan produced by Toyota, closely related to the Yaris and marketed in various regions under different nameplates.
-
B.
Toyota Boshoku Corporation
Toyota Boshoku Corporation is a major Japanese automotive parts manufacturer best known for producing interior components and seats, primarily for Toyota and other automakers worldwide.
-
C.
Toyota Kluger
The Toyota Kluger is a mid-size crossover SUV produced by Toyota, marketed in various regions as a comfortable, family-oriented vehicle with three-row seating.
-
D.
Lexus
Lexus is the luxury vehicle division of the Japanese automaker Toyota, known for its premium sedans, SUVs, and hybrids that emphasize comfort, reliability, and advanced technology.
-
E.
Toyota War
The Toyota War was the 1987 final phase of the Chadian–Libyan conflict, marked by highly mobile Chadian forces using Toyota pickup trucks to decisively defeat Libyan troops.
- 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_69d87f2880b48190ae1a9673a3bbef80 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e326425c8081908cacffcfa8c7386b |
completed | April 18, 2026, 6:35 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a00357167b881909a5182537ef973ce |
completed | May 10, 2026, 7:36 a.m. |
| NEDg | Description generation | batch_6a003659af2481908ccf0cc65b673b8f |
completed | May 10, 2026, 7:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0037957d7c81908b517ebea0b70a5b |
completed | May 10, 2026, 7:45 a.m. |
Created at: April 10, 2026, 5:08 a.m.