Triple

T5819578
Position Surface form Disambiguated ID Type / Status
Subject Hanwha Aerospace E129073 entity
Predicate headquartersLocation P62 FINISHED
Object Changwon, South Gyeongsang, South Korea
Changwon, in South Gyeongsang Province, is a major industrial and planned city in southeastern South Korea known for its manufacturing sector and modern urban layout.
E548165 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: Changwon, South Gyeongsang, South Korea | Statement: [Hanwha Aerospace, headquartersLocation, Changwon, South Gyeongsang, South Korea]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Changwon, South Gyeongsang, South Korea
Context triple: [Hanwha Aerospace, headquartersLocation, Changwon, South Gyeongsang, South Korea]
  • A. Gunsan, South Korea
    Gunsan, South Korea is a coastal industrial city in North Jeolla Province known for its port, manufacturing facilities, and role as a regional transportation hub.
  • B. Jeonju, South Korea
    Jeonju, South Korea is a historic city renowned for its well-preserved Hanok Village, traditional Korean culture, and as the birthplace of the dish bibimbap.
  • C. Gwangju, Gyeonggi
    Gwangju, Gyeonggi is a city in South Korea known for its blend of suburban residential areas, light industry, and historical sites within the Seoul Capital Area.
  • D. Suwon, South Korea
    Suwon, South Korea is a major city just south of Seoul known for its high-tech industry and the UNESCO-listed Hwaseong Fortress.
  • E. Jinju, South Korea
    Jinju, South Korea is a historic city in South Gyeongsang Province known for its riverside fortress, role in the Imjin War, and annual lantern festival.
  • 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: Changwon, South Gyeongsang, South Korea
Triple: [Hanwha Aerospace, headquartersLocation, Changwon, South Gyeongsang, South Korea]
Generated description
Changwon, in South Gyeongsang Province, is a major industrial and planned city in southeastern South Korea known for its manufacturing sector and modern urban layout.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Changwon, South Gyeongsang, South Korea
Target entity description: Changwon, in South Gyeongsang Province, is a major industrial and planned city in southeastern South Korea known for its manufacturing sector and modern urban layout.
  • A. Gunsan, South Korea
    Gunsan, South Korea is a coastal industrial city in North Jeolla Province known for its port, manufacturing facilities, and role as a regional transportation hub.
  • B. Jeonju, South Korea
    Jeonju, South Korea is a historic city renowned for its well-preserved Hanok Village, traditional Korean culture, and as the birthplace of the dish bibimbap.
  • C. Gwangju, Gyeonggi
    Gwangju, Gyeonggi is a city in South Korea known for its blend of suburban residential areas, light industry, and historical sites within the Seoul Capital Area.
  • D. Suwon, South Korea
    Suwon, South Korea is a major city just south of Seoul known for its high-tech industry and the UNESCO-listed Hwaseong Fortress.
  • E. Jinju, South Korea
    Jinju, South Korea is a historic city in South Gyeongsang Province known for its riverside fortress, role in the Imjin War, and annual lantern festival.
  • 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.