Triple

T16390413
Position Surface form Disambiguated ID Type / Status
Subject Toyota Industries Corporation E398035 entity
Predicate subsidiary P258 FINISHED
Object Toyota Material Handling Group
Toyota Material Handling Group is a global division of Toyota specializing in the design, manufacture, and distribution of forklifts and other material handling equipment for logistics and warehousing operations.
 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 Group | Statement: [Toyota Industries Corporation, subsidiary, Toyota Material Handling Group]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Toyota Material Handling Group
Context triple: [Toyota Industries Corporation, subsidiary, Toyota Material Handling Group]
  • A. 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.
  • B. Toyota Tsusho Corporation
    Toyota Tsusho Corporation is the trading and logistics arm of the Toyota Group, engaged globally in metals, machinery, chemicals, energy, and other diversified businesses.
  • C. Toyoda Shokai
    Toyoda Shokai was an early business venture established by Japanese inventor and industrialist Sakichi Toyoda, which helped lay the foundations for what would become the Toyota group of companies.
  • D. 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.
  • E. 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.
  • 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 Group
Triple: [Toyota Industries Corporation, subsidiary, Toyota Material Handling Group]
Generated description
Toyota Material Handling Group is a global division of Toyota specializing in the design, manufacture, and distribution of forklifts and other material handling equipment for logistics and warehousing operations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Toyota Material Handling Group
Target entity description: Toyota Material Handling Group is a global division of Toyota specializing in the design, manufacture, and distribution of forklifts and other material handling equipment for logistics and warehousing operations.
  • A. 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.
  • B. Toyota Tsusho Corporation
    Toyota Tsusho Corporation is the trading and logistics arm of the Toyota Group, engaged globally in metals, machinery, chemicals, energy, and other diversified businesses.
  • C. Toyoda Shokai
    Toyoda Shokai was an early business venture established by Japanese inventor and industrialist Sakichi Toyoda, which helped lay the foundations for what would become the Toyota group of companies.
  • D. 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.
  • E. 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.
  • 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_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.