Triple

T5264440
Position Surface form Disambiguated ID Type / Status
Subject Hwang Jun-ho E118904 entity
Predicate relative P37 FINISHED
Object Hwang In-ho
Hwang In-ho is a fictional character in the South Korean series "Squid Game," known as the mysterious Front Man who oversees the deadly competition and is revealed to be the missing brother of police officer Hwang Jun-ho.
 E118904 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: Hwang In-ho | Statement: [Hwang Jun-ho, relative, Hwang In-ho]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hwang In-ho
Context triple: [Hwang Jun-ho, relative, Hwang In-ho]
  • A. Hwang Jun-ho
    Hwang Jun-ho is a determined police officer in the South Korean series "Squid Game" who infiltrates the deadly competition to uncover the truth behind its operations and find his missing brother.
  • B. 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.
  • C. Jeon Bong-jun
    Jeon Bong-jun was a prominent late 19th-century Korean peasant leader who spearheaded the Donghak Peasant Rebellion against corrupt officials and foreign influence in Joseon Korea.
  • D. Suh Yun-bok
    Suh Yun-bok was a South Korean long-distance runner best known for winning the 1947 Boston Marathon and later serving as a symbolic sports figure in Korea.
  • E. Shim Joong-bo
    Shim Joong-bo is a Catholic prelate known for having ordained Lázaro You Heung-sik, a prominent Korean cardinal in the Roman Catholic Church.
  • 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: Hwang In-ho
Triple: [Hwang Jun-ho, relative, Hwang In-ho]
Generated description
Hwang In-ho is a fictional character in the South Korean series "Squid Game," known as the mysterious Front Man who oversees the deadly competition and is revealed to be the missing brother of police officer Hwang Jun-ho.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hwang In-ho
Target entity description: Hwang In-ho is a fictional character in the South Korean series "Squid Game," known as the mysterious Front Man who oversees the deadly competition and is revealed to be the missing brother of police officer Hwang Jun-ho.
  • A. Hwang Jun-ho chosen
    Hwang Jun-ho is a determined police officer in the South Korean series "Squid Game" who infiltrates the deadly competition to uncover the truth behind its operations and find his missing brother.
  • B. 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.
  • C. Jeon Bong-jun
    Jeon Bong-jun was a prominent late 19th-century Korean peasant leader who spearheaded the Donghak Peasant Rebellion against corrupt officials and foreign influence in Joseon Korea.
  • D. Suh Yun-bok
    Suh Yun-bok was a South Korean long-distance runner best known for winning the 1947 Boston Marathon and later serving as a symbolic sports figure in Korea.
  • E. Shim Joong-bo
    Shim Joong-bo is a Catholic prelate known for having ordained Lázaro You Heung-sik, a prominent Korean cardinal in the Roman Catholic Church.
  • 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_69bd446a42c88190b7ecbef006561d55 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd7bd4a9888190a79ef8e64c764f86 completed March 20, 2026, 4:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf6c3bfdc48190984c8b55ece53fbe completed March 22, 2026, 4:12 a.m.
NEDg Description generation batch_69bf6d267e808190b4085e07d31af1b7 completed March 22, 2026, 4:16 a.m.
NED2 Entity disambiguation (via description) batch_69bf6e497dd88190895fe68a7c8f6d65 completed March 22, 2026, 4:21 a.m.
Created at: March 20, 2026, 1:51 p.m.