Triple

T18761622
Position Surface form Disambiguated ID Type / Status
Subject Hanjin Group E458781 entity
Predicate keyPerson P256 FINISHED
Object Cho Yang-ho
Cho Yang-ho was a South Korean businessman best known as the longtime chairman of Hanjin Group and its flagship airline, Korean Air.
E1344914 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: Cho Yang-ho | Statement: [Hanjin Group, keyPerson, Cho Yang-ho]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cho Yang-ho
Context triple: [Hanjin Group, keyPerson, Cho Yang-ho]
  • A. Cho Sang-woo
    Cho Sang-woo is a central character in the South Korean series "Squid Game," portrayed as a once-successful investment banker whose desperation and moral decline drive much of the show's tension and drama.
  • B. Jeong Jin-soo
    Jeong Jin-soo is the enigmatic and charismatic cult leader at the center of the South Korean dark fantasy series "Hellbound," whose prophecies about divine judgment drive the show's apocalyptic events.
  • C. O Yeong-su
    O Yeong-su is a veteran South Korean actor best known internationally for his acclaimed performance as the elderly contestant Oh Il-nam in the Netflix series "Squid Game."
  • D. Jeong Hyeong-don
    Jeong Hyeong-don is a South Korean comedian and television host best known for his work on popular variety shows such as "Infinite Challenge" and "Weekly Idol."
  • E. An Chang-ho
    An Chang-ho was a prominent Korean independence activist, educator, and nationalist leader who played a key role in shaping modern Korean identity and reform movements in the early 20th century.
  • 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: Cho Yang-ho
Triple: [Hanjin Group, keyPerson, Cho Yang-ho]
Generated description
Cho Yang-ho was a South Korean businessman best known as the longtime chairman of Hanjin Group and its flagship airline, Korean Air.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cho Yang-ho
Target entity description: Cho Yang-ho was a South Korean businessman best known as the longtime chairman of Hanjin Group and its flagship airline, Korean Air.
  • A. Cho Sang-woo
    Cho Sang-woo is a central character in the South Korean series "Squid Game," portrayed as a once-successful investment banker whose desperation and moral decline drive much of the show's tension and drama.
  • B. Jeong Jin-soo
    Jeong Jin-soo is the enigmatic and charismatic cult leader at the center of the South Korean dark fantasy series "Hellbound," whose prophecies about divine judgment drive the show's apocalyptic events.
  • C. O Yeong-su
    O Yeong-su is a veteran South Korean actor best known internationally for his acclaimed performance as the elderly contestant Oh Il-nam in the Netflix series "Squid Game."
  • D. Jeong Hyeong-don
    Jeong Hyeong-don is a South Korean comedian and television host best known for his work on popular variety shows such as "Infinite Challenge" and "Weekly Idol."
  • E. An Chang-ho
    An Chang-ho was a prominent Korean independence activist, educator, and nationalist leader who played a key role in shaping modern Korean identity and reform movements in the early 20th century.
  • 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_6a055bb46ef88190a5da0f3f7ebb3a38 completed May 14, 2026, 5:20 a.m.
NEDg Description generation batch_6a055d8ac7cc81909fe88b26c568bbde completed May 14, 2026, 5:28 a.m.
NED2 Entity disambiguation (via description) batch_6a055dbba9a481909a8c7c4c6bdab27f completed May 14, 2026, 5:29 a.m.
Created at: April 10, 2026, 11:52 a.m.