Triple

T18761632
Position Surface form Disambiguated ID Type / Status
Subject Hanjin Group E458781 entity
Predicate hasSubsidiary P254 FINISHED
Object Hanjin Information Systems & Telecommunications
Hanjin Information Systems & Telecommunications is a South Korean IT services and solutions company within the Hanjin Group, providing technology, systems integration, and digital infrastructure support for logistics, transportation, and related industries.
E458781 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: Hanjin Information Systems & Telecommunications | Statement: [Hanjin Group, hasSubsidiary, Hanjin Information Systems & Telecommunications]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hanjin Information Systems & Telecommunications
Context triple: [Hanjin Group, hasSubsidiary, Hanjin Information Systems & Telecommunications]
  • A. Hanjin Group
    Hanjin Group is a South Korean conglomerate best known for its global logistics and transportation businesses, including former flagship airline Korean Air.
  • B. Hanwha Systems
    Hanwha Systems is a South Korean defense and ICT company specializing in advanced electronics, surveillance, and information systems solutions.
  • C. Hana Financial Group
    Hana Financial Group is a major South Korean financial holding company that operates a wide range of banking and financial services domestically and internationally.
  • 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. KAI Logistik
    KAI Logistik is a logistics and freight services company operating under Indonesia’s state-owned railway operator Kereta Api Indonesia.
  • 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: Hanjin Information Systems & Telecommunications
Triple: [Hanjin Group, hasSubsidiary, Hanjin Information Systems & Telecommunications]
Generated description
Hanjin Information Systems & Telecommunications is a South Korean IT services and solutions company within the Hanjin Group, providing technology, systems integration, and digital infrastructure support for logistics, transportation, and related industries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hanjin Information Systems & Telecommunications
Target entity description: Hanjin Information Systems & Telecommunications is a South Korean IT services and solutions company within the Hanjin Group, providing technology, systems integration, and digital infrastructure support for logistics, transportation, and related industries.
  • A. Hanjin Group chosen
    Hanjin Group is a South Korean conglomerate best known for its global logistics and transportation businesses, including former flagship airline Korean Air.
  • B. Hanwha Systems
    Hanwha Systems is a South Korean defense and ICT company specializing in advanced electronics, surveillance, and information systems solutions.
  • C. Hana Financial Group
    Hana Financial Group is a major South Korean financial holding company that operates a wide range of banking and financial services domestically and internationally.
  • 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. KAI Logistik
    KAI Logistik is a logistics and freight services company operating under Indonesia’s state-owned railway operator Kereta Api Indonesia.
  • 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_69d8d395dba0819087568404508590cb completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e58d7fd5008190823bc7e37fdd6669 completed April 20, 2026, 2:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a053d3e4f048190b72ec4ed1dec6c55 completed May 14, 2026, 3:10 a.m.
NEDg Description generation batch_6a053f3c45308190a87170c5d54ff3cd completed May 14, 2026, 3:19 a.m.
NED2 Entity disambiguation (via description) batch_6a053fd358a08190a1cd97c02f0e814e completed May 14, 2026, 3:21 a.m.
Created at: April 10, 2026, 11:52 a.m.