Triple

T12458313
Position Surface form Disambiguated ID Type / Status
Subject Billions E297718 entity
Predicate mainCharacter P1183 FINISHED
Object Chuck Rhoades
Chuck Rhoades is a hard-charging, morally conflicted U.S. Attorney whose legal battles and personal struggles drive much of the drama in the television series "Billions."
 E984443 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: Chuck Rhoades | Statement: [Billions, mainCharacter, Chuck Rhoades]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Chuck Rhoades
Context triple: [Billions, mainCharacter, Chuck Rhoades]
  • A. Steve Rhoades
    Steve Rhoades is a mild-mannered, socially conscious banker and neighbor to the Bundy family on the sitcom "Married... with Children."
  • B. Charlie Deveraux
    Charlie Deveraux is an individual known primarily through their association as a friend of John Tate.
  • C. Jason Rhoades
    Jason Rhoades was an American contemporary artist known for his large-scale, chaotic installations that combined everyday objects, neon signage, and provocative themes to critique consumer culture and social norms.
  • D. John Ewing
    John Ewing was a film art director known for his work on classic Hollywood productions, including Alfred Hitchcock’s 1945 psychological thriller "Spellbound."
  • E. John Ewing
    John Ewing was a military leader known for commanding forces at the Battle of Stillman’s Run during the Black Hawk War.
  • 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: Chuck Rhoades
Triple: [Billions, mainCharacter, Chuck Rhoades]
Generated description
Chuck Rhoades is a hard-charging, morally conflicted U.S. Attorney whose legal battles and personal struggles drive much of the drama in the television series "Billions."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Chuck Rhoades
Target entity description: Chuck Rhoades is a hard-charging, morally conflicted U.S. Attorney whose legal battles and personal struggles drive much of the drama in the television series "Billions."
  • A. Steve Rhoades
    Steve Rhoades is a mild-mannered, socially conscious banker and neighbor to the Bundy family on the sitcom "Married... with Children."
  • B. Charlie Deveraux
    Charlie Deveraux is an individual known primarily through their association as a friend of John Tate.
  • C. Jason Rhoades
    Jason Rhoades was an American contemporary artist known for his large-scale, chaotic installations that combined everyday objects, neon signage, and provocative themes to critique consumer culture and social norms.
  • D. John Ewing
    John Ewing was a film art director known for his work on classic Hollywood productions, including Alfred Hitchcock’s 1945 psychological thriller "Spellbound."
  • E. John Ewing
    John Ewing was a military leader known for commanding forces at the Battle of Stillman’s Run during the Black Hawk War.
  • 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_69d6ada270808190b1a2b2e7b02bb426 completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94da46a588190bc888fafd6d1eb5d completed April 10, 2026, 7:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69f63f1b0a3081909cf22970586755e9 completed May 2, 2026, 6:14 p.m.
NEDg Description generation batch_69f64010a1348190afaf7b95b8f146b5 completed May 2, 2026, 6:18 p.m.
NED2 Entity disambiguation (via description) batch_69f640c33d948190ad8f9885f90786d7 completed May 2, 2026, 6:21 p.m.
Created at: April 8, 2026, 9:56 p.m.