Triple

T20388193
Position Surface form Disambiguated ID Type / Status
Subject Beef E498012 entity
Predicate stars P1956 FINISHED
Object David Choe
David Choe is a Korean-American painter, muralist, and former graffiti artist known for his raw, improvisational style and for creating early Facebook office murals that made him a multimillionaire.
E1435258 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: David Choe | Statement: [Beef, stars, David Choe]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David Choe
Context triple: [Beef, stars, David Choe]
  • A. Bill Choi
    Bill Choi is a television producer best known for serving as an executive producer on the political thriller series "Designated Survivor."
  • B. Philip Ahn
    Philip Ahn was a pioneering Korean American actor in Hollywood, known for his numerous film and television roles from the 1930s through the 1970s.
  • C. David Kim
    David Kim is a television producer best known for serving as an executive producer on the medical drama series "The Good Doctor."
  • D. David Kim
    David Kim is the protagonist of the comic book series "Xombi," a man transformed into an immortal nanotech-enhanced being who battles supernatural and occult threats.
  • E. David Kim
    David Kim is the desperate father and central protagonist in the thriller film "Searching," who conducts a digital investigation across his missing daughter's online life.
  • 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: David Choe
Triple: [Beef, stars, David Choe]
Generated description
David Choe is a Korean-American painter, muralist, and former graffiti artist known for his raw, improvisational style and for creating early Facebook office murals that made him a multimillionaire.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David Choe
Target entity description: David Choe is a Korean-American painter, muralist, and former graffiti artist known for his raw, improvisational style and for creating early Facebook office murals that made him a multimillionaire.
  • A. Bill Choi
    Bill Choi is a television producer best known for serving as an executive producer on the political thriller series "Designated Survivor."
  • B. Philip Ahn
    Philip Ahn was a pioneering Korean American actor in Hollywood, known for his numerous film and television roles from the 1930s through the 1970s.
  • C. David Kim
    David Kim is a television producer best known for serving as an executive producer on the medical drama series "The Good Doctor."
  • D. David Kim
    David Kim is the protagonist of the comic book series "Xombi," a man transformed into an immortal nanotech-enhanced being who battles supernatural and occult threats.
  • E. David Kim
    David Kim is the desperate father and central protagonist in the thriller film "Searching," who conducts a digital investigation across his missing daughter's online life.
  • 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_69e0b4a71ebc8190b153a36c738730f4 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6790d9e5881908bde7da9e5e541a0 completed April 20, 2026, 7:05 p.m.
NED1 Entity disambiguation (via context triple) batch_6a089d25c1fc8190b0c78459e7f9c955 completed May 16, 2026, 4:36 p.m.
NEDg Description generation batch_6a089e379e108190b195ce87299e8e2f completed May 16, 2026, 4:41 p.m.
NED2 Entity disambiguation (via description) batch_6a089e9a267c8190b60806eca6502acc completed May 16, 2026, 4:43 p.m.
Created at: April 16, 2026, 11:28 a.m.