Triple

T18761623
Position Surface form Disambiguated ID Type / Status
Subject Hanjin Group E458781 entity
Predicate keyPerson P256 FINISHED
Object Walter Cho
Walter Cho is a South Korean business executive best known as the chairman and CEO of Korean Air and head of the Hanjin Group conglomerate.
E1342132 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: Walter Cho | Statement: [Hanjin Group, keyPerson, Walter Cho]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Walter Cho
Context triple: [Hanjin Group, keyPerson, Walter Cho]
  • A. Edmund Choi
    Edmund Choi is a film composer known for creating the musical score for the Australian comedy-drama movie "The Dish."
  • B. Ken Kao
    Ken Kao is an American film producer known for backing a range of independent and auteur-driven projects.
  • C. Curtis Chin
    Curtis Chin is an Asian American writer, filmmaker, and activist known for co-founding the Asian American Writers’ Workshop and for his work highlighting Asian American experiences and social justice issues.
  • D. Lawrence Kao
    Lawrence Kao is an American actor best known for his roles in action and genre television series, including a prominent part in the Netflix martial-arts show "Wu Assassins."
  • E. Kenneth Choi
    Kenneth Choi is an American actor known for his roles in television series such as "9-1-1" and films including "The Wolf of Wall Street" and "Spider-Man: Homecoming."
  • 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: Walter Cho
Triple: [Hanjin Group, keyPerson, Walter Cho]
Generated description
Walter Cho is a South Korean business executive best known as the chairman and CEO of Korean Air and head of the Hanjin Group conglomerate.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Walter Cho
Target entity description: Walter Cho is a South Korean business executive best known as the chairman and CEO of Korean Air and head of the Hanjin Group conglomerate.
  • A. Edmund Choi
    Edmund Choi is a film composer known for creating the musical score for the Australian comedy-drama movie "The Dish."
  • B. Ken Kao
    Ken Kao is an American film producer known for backing a range of independent and auteur-driven projects.
  • C. Curtis Chin
    Curtis Chin is an Asian American writer, filmmaker, and activist known for co-founding the Asian American Writers’ Workshop and for his work highlighting Asian American experiences and social justice issues.
  • D. Lawrence Kao
    Lawrence Kao is an American actor best known for his roles in action and genre television series, including a prominent part in the Netflix martial-arts show "Wu Assassins."
  • E. Kenneth Choi
    Kenneth Choi is an American actor known for his roles in television series such as "9-1-1" and films including "The Wolf of Wall Street" and "Spider-Man: Homecoming."
  • 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_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.