Triple

T5819597
Position Surface form Disambiguated ID Type / Status
Subject Hanwha Aerospace E129073 entity
Predicate hasSubsidiary P254 FINISHED
Object Hanwha Systems
Hanwha Systems is a South Korean defense and ICT company specializing in advanced electronics, surveillance, and information systems solutions.
E548166 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: Hanwha Systems | Statement: [Hanwha Aerospace, hasSubsidiary, Hanwha Systems]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hanwha Systems
Context triple: [Hanwha Aerospace, hasSubsidiary, Hanwha Systems]
  • A. Hanwha Group
    Hanwha Group is a major South Korean conglomerate with diversified businesses spanning chemicals, energy, defense, finance, and construction.
  • B. Hanwha Aerospace
    Hanwha Aerospace is a South Korean defense and aerospace company known for producing advanced military systems and components for global markets.
  • C. Korea Aerospace Industries
    Korea Aerospace Industries is South Korea’s leading aerospace and defense company, known for developing and producing military aircraft, helicopters, and space systems.
  • D. Hanwha Engineering & Construction
    Hanwha Engineering & Construction is a South Korean construction and engineering company known for undertaking large-scale international projects, including major stadiums and infrastructure developments.
  • E. LG Corporation
    LG Corporation is a major South Korean multinational conglomerate with diversified businesses spanning electronics, chemicals, and telecommunications.
  • 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: Hanwha Systems
Triple: [Hanwha Aerospace, hasSubsidiary, Hanwha Systems]
Generated description
Hanwha Systems is a South Korean defense and ICT company specializing in advanced electronics, surveillance, and information systems solutions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hanwha Systems
Target entity description: Hanwha Systems is a South Korean defense and ICT company specializing in advanced electronics, surveillance, and information systems solutions.
  • A. Hanwha Group
    Hanwha Group is a major South Korean conglomerate with diversified businesses spanning chemicals, energy, defense, finance, and construction.
  • B. Hanwha Aerospace
    Hanwha Aerospace is a South Korean defense and aerospace company known for producing advanced military systems and components for global markets.
  • C. Korea Aerospace Industries
    Korea Aerospace Industries is South Korea’s leading aerospace and defense company, known for developing and producing military aircraft, helicopters, and space systems.
  • D. Hanwha Engineering & Construction
    Hanwha Engineering & Construction is a South Korean construction and engineering company known for undertaking large-scale international projects, including major stadiums and infrastructure developments.
  • E. LG Corporation
    LG Corporation is a major South Korean multinational conglomerate with diversified businesses spanning electronics, chemicals, and telecommunications.
  • 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_69c0084869e881908d7859492183ca7b completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c033e477c08190a8bd37c879e6b6b8 completed March 22, 2026, 6:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0985399488190bcab9702e3b88539 completed March 23, 2026, 1:33 a.m.
NEDg Description generation batch_69c0990d00e88190b9f2b34a8cedda3a completed March 23, 2026, 1:36 a.m.
NED2 Entity disambiguation (via description) batch_69c099770ca88190a91815ec055f6df8 completed March 23, 2026, 1:37 a.m.
Created at: March 22, 2026, 3:53 p.m.