Triple

T18507971
Position Surface form Disambiguated ID Type / Status
Subject Shameless Hall of Shame E452248 entity
Predicate hasCharacter P2308 FINISHED
Object Terry Milkovich
Terry Milkovich is a violent, bigoted antagonist from the Shameless universe, known as the abusive father of Mickey Milkovich.
E1329394 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: Terry Milkovich | Statement: [Shameless Hall of Shame, hasCharacter, Terry Milkovich]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Terry Milkovich
Context triple: [Shameless Hall of Shame, hasCharacter, Terry Milkovich]
  • A. Donald L. Kirkpatrick
    Donald L. Kirkpatrick was an American professor and training expert best known for developing the influential four-level model for evaluating training programs.
  • B. John R. Meyer
    John R. Meyer was an American economist known for his influential work in transportation economics and quantitative economic history.
  • C. James M. Carlsmith
    James M. Carlsmith was a social psychologist best known for his influential experimental work on cognitive dissonance conducted with Leon Festinger.
  • D. James G. March
    James G. March was an influential organizational theorist and political scientist known for his work on decision-making, organizational behavior, and the "garbage can" model of organizational choice.
  • E. Robert G. Katz
    Robert G. Katz is a film producer known for his work on the movie "Idlewild."
  • 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: Terry Milkovich
Triple: [Shameless Hall of Shame, hasCharacter, Terry Milkovich]
Generated description
Terry Milkovich is a violent, bigoted antagonist from the Shameless universe, known as the abusive father of Mickey Milkovich.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Terry Milkovich
Target entity description: Terry Milkovich is a violent, bigoted antagonist from the Shameless universe, known as the abusive father of Mickey Milkovich.
  • A. Donald L. Kirkpatrick
    Donald L. Kirkpatrick was an American professor and training expert best known for developing the influential four-level model for evaluating training programs.
  • B. John R. Meyer
    John R. Meyer was an American economist known for his influential work in transportation economics and quantitative economic history.
  • C. James M. Carlsmith
    James M. Carlsmith was a social psychologist best known for his influential experimental work on cognitive dissonance conducted with Leon Festinger.
  • D. James G. March
    James G. March was an influential organizational theorist and political scientist known for his work on decision-making, organizational behavior, and the "garbage can" model of organizational choice.
  • E. Robert G. Katz
    Robert G. Katz is a film producer known for his work on the movie "Idlewild."
  • 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_69d8d386df84819092355ebb260d848e completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e53344033c8190a0883aef56ba79c3 completed April 19, 2026, 7:55 p.m.
NED1 Entity disambiguation (via context triple) batch_6a049168fcc081909014082413989708 completed May 13, 2026, 2:57 p.m.
NEDg Description generation batch_6a049341170c8190bc5926cdda2bd24b completed May 13, 2026, 3:05 p.m.
NED2 Entity disambiguation (via description) batch_6a0493aa28f48190a6d0ba15db156be2 completed May 13, 2026, 3:07 p.m.
Created at: April 10, 2026, 11:36 a.m.