Triple

T16390415
Position Surface form Disambiguated ID Type / Status
Subject Toyota Industries Corporation E398035 entity
Predicate subsidiary P258 FINISHED
Object Toyota Material Handling USA
Toyota Material Handling USA is the North American arm of Toyota’s material handling business, providing forklifts and warehouse equipment along with related services to industrial and logistics customers.
E398035 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 Material Handling USA | Statement: [Toyota Industries Corporation, subsidiary, Toyota Material Handling USA]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Toyota Material Handling USA
Context triple: [Toyota Industries Corporation, subsidiary, Toyota Material Handling USA]
  • A. Forklift Systems, Inc.
    Forklift Systems, Inc. is a company best known as the employer-defendant in the U.S. Supreme Court workplace harassment case Harris v. Forklift Systems, Inc.
  • B. Japanese crane company Tadano
    Japanese crane company Tadano is a leading global manufacturer of lifting equipment and mobile cranes, known for supplying heavy machinery to major construction and restoration projects worldwide.
  • C. Hitachi Construction Machinery
    Hitachi Construction Machinery is a global manufacturer of construction and mining equipment, known for its excavators, wheel loaders, and heavy machinery solutions.
  • D. Toyota Industries Corporation
    Toyota Industries Corporation is a Japanese manufacturing company best known for producing industrial vehicles, textile machinery, and automotive components as a core member of the Toyota Group.
  • E. Mitsubishi Fuso Truck and Bus Corporation
    Mitsubishi Fuso Truck and Bus Corporation is a Japanese manufacturer specializing in commercial vehicles such as trucks and buses, historically linked to Mitsubishi and now part of the Daimler Truck group.
  • 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 Material Handling USA
Triple: [Toyota Industries Corporation, subsidiary, Toyota Material Handling USA]
Generated description
Toyota Material Handling USA is the North American arm of Toyota’s material handling business, providing forklifts and warehouse equipment along with related services to industrial and logistics customers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Toyota Material Handling USA
Target entity description: Toyota Material Handling USA is the North American arm of Toyota’s material handling business, providing forklifts and warehouse equipment along with related services to industrial and logistics customers.
  • A. Forklift Systems, Inc.
    Forklift Systems, Inc. is a company best known as the employer-defendant in the U.S. Supreme Court workplace harassment case Harris v. Forklift Systems, Inc.
  • B. Japanese crane company Tadano
    Japanese crane company Tadano is a leading global manufacturer of lifting equipment and mobile cranes, known for supplying heavy machinery to major construction and restoration projects worldwide.
  • C. Hitachi Construction Machinery
    Hitachi Construction Machinery is a global manufacturer of construction and mining equipment, known for its excavators, wheel loaders, and heavy machinery solutions.
  • D. Toyota Industries Corporation chosen
    Toyota Industries Corporation is a Japanese manufacturing company best known for producing industrial vehicles, textile machinery, and automotive components as a core member of the Toyota Group.
  • E. Mitsubishi Fuso Truck and Bus Corporation
    Mitsubishi Fuso Truck and Bus Corporation is a Japanese manufacturer specializing in commercial vehicles such as trucks and buses, historically linked to Mitsubishi and now part of the Daimler Truck group.
  • F. None of above.

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_6a004579d9a88190b353952c5c301e9f completed May 10, 2026, 8:44 a.m.
NEDg Description generation batch_6a00472cdc2881908211045515cd21ee completed May 10, 2026, 8:51 a.m.
NED2 Entity disambiguation (via description) batch_6a0047b4b6688190afef52b39788ceae completed May 10, 2026, 8:54 a.m.
Created at: April 10, 2026, 5:08 a.m.