Triple

T18761630
Position Surface form Disambiguated ID Type / Status
Subject Hanjin Group E458781 entity
Predicate hasSubsidiary P254 FINISHED
Object Hanjin Transportation
Hanjin Transportation is a South Korean logistics and freight transport company that provides domestic and international shipping, courier, and cargo services.
E1346138 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 Transportation | Statement: [Hanjin Group, hasSubsidiary, Hanjin Transportation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hanjin Transportation
Context triple: [Hanjin Group, hasSubsidiary, Hanjin Transportation]
  • A. Hanjin Shipping
    Hanjin Shipping was a major South Korean container shipping company that was once one of the world’s largest carriers before its high-profile bankruptcy in 2016.
  • B. Hanjin Group
    Hanjin Group is a South Korean conglomerate best known for its global logistics and transportation businesses, including former flagship airline Korean Air.
  • C. Hapag-Lloyd Express
    Hapag-Lloyd Express was a German low-cost airline that operated short-haul flights across Europe in the early 2000s before merging into TUIfly.
  • D. Hanjin KAL
    Hanjin KAL is a South Korean holding company that serves as the de facto parent and control entity of the Hanjin Group conglomerate, which includes major transportation and logistics businesses such as Korean Air.
  • E. K Line
    K Line is a light rail route in the Los Angeles Metro Rail system serving neighborhoods in South Los Angeles and connecting to key transit hubs.
  • 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 Transportation
Triple: [Hanjin Group, hasSubsidiary, Hanjin Transportation]
Generated description
Hanjin Transportation is a South Korean logistics and freight transport company that provides domestic and international shipping, courier, and cargo services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hanjin Transportation
Target entity description: Hanjin Transportation is a South Korean logistics and freight transport company that provides domestic and international shipping, courier, and cargo services.
  • A. Hanjin Shipping
    Hanjin Shipping was a major South Korean container shipping company that was once one of the world’s largest carriers before its high-profile bankruptcy in 2016.
  • B. Hanjin Group
    Hanjin Group is a South Korean conglomerate best known for its global logistics and transportation businesses, including former flagship airline Korean Air.
  • C. Hapag-Lloyd Express
    Hapag-Lloyd Express was a German low-cost airline that operated short-haul flights across Europe in the early 2000s before merging into TUIfly.
  • D. Hanjin KAL
    Hanjin KAL is a South Korean holding company that serves as the de facto parent and control entity of the Hanjin Group conglomerate, which includes major transportation and logistics businesses such as Korean Air.
  • E. K Line
    K Line is a light rail route in the Los Angeles Metro Rail system serving neighborhoods in South Los Angeles and connecting to key transit hubs.
  • 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_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_6a05675b46308190b6387e604ae7bfd9 completed May 14, 2026, 6:10 a.m.
NEDg Description generation batch_6a056a1dd3408190b24d7c797932d153 completed May 14, 2026, 6:22 a.m.
NED2 Entity disambiguation (via description) batch_6a056a6940948190a9beb4f2ceed172b completed May 14, 2026, 6:23 a.m.
Created at: April 10, 2026, 11:52 a.m.