Triple

T4559647
Position Surface form Disambiguated ID Type / Status
Subject Shameless (U.S. TV series) E120561 entity
Predicate mainCharacter P1183 FINISHED
Object Frank Gallagher
Frank Gallagher is the chronically scheming, alcoholic patriarch of the dysfunctional Gallagher family in the U.S. television series "Shameless."
E452243 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: Frank Gallagher | Statement: [Shameless (U.S. TV series), mainCharacter, Frank Gallagher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Frank Gallagher
Context triple: [Shameless (U.S. TV series), mainCharacter, Frank Gallagher]
  • A. J. J. Connolly
    J. J. Connolly is a British author and screenwriter best known for his crime novel "Layer Cake" and its film adaptation.
  • B. David O'Hara
    David O'Hara is a Scottish actor known for his versatile character roles in film and television, including appearances in productions such as Braveheart, The Departed, and various crime dramas.
  • C. John Andrew Gallagher
    John Andrew Gallagher was a prominent British historian known for his influential work on the history of the British Empire and decolonization.
  • D. William Callaghan
    William Callaghan is a notable individual distinguished enough to be specifically recognized as a prominent bearer of the Callaghan surname.
  • E. Blackie Gallagher
    Blackie Gallagher is a central character in the 1934 crime drama film "Manhattan Melodrama," portrayed as a charismatic but morally conflicted gangster whose life contrasts sharply with that of his upstanding childhood friend.
  • 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: Frank Gallagher
Triple: [Shameless (U.S. TV series), mainCharacter, Frank Gallagher]
Generated description
Frank Gallagher is the chronically scheming, alcoholic patriarch of the dysfunctional Gallagher family in the U.S. television series "Shameless."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Frank Gallagher
Target entity description: Frank Gallagher is the chronically scheming, alcoholic patriarch of the dysfunctional Gallagher family in the U.S. television series "Shameless."
  • A. J. J. Connolly
    J. J. Connolly is a British author and screenwriter best known for his crime novel "Layer Cake" and its film adaptation.
  • B. David O'Hara
    David O'Hara is a Scottish actor known for his versatile character roles in film and television, including appearances in productions such as Braveheart, The Departed, and various crime dramas.
  • C. John Andrew Gallagher
    John Andrew Gallagher was a prominent British historian known for his influential work on the history of the British Empire and decolonization.
  • D. William Callaghan
    William Callaghan is a notable individual distinguished enough to be specifically recognized as a prominent bearer of the Callaghan surname.
  • E. Blackie Gallagher
    Blackie Gallagher is a central character in the 1934 crime drama film "Manhattan Melodrama," portrayed as a charismatic but morally conflicted gangster whose life contrasts sharply with that of his upstanding childhood friend.
  • 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_69bd4636f1648190a701445c2fcd9c17 completed March 20, 2026, 1:05 p.m.
NER Named-entity recognition batch_69bd582b871c8190be0b70c76d639000 completed March 20, 2026, 2:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdc593eaf881908a9043366230b391 completed March 20, 2026, 10:09 p.m.
NEDg Description generation batch_69bdc5f0b52c8190bbfa2a6a22d56725 completed March 20, 2026, 10:10 p.m.
NED2 Entity disambiguation (via description) batch_69bdc63b1e0881908f861f7c9c5ce3ac completed March 20, 2026, 10:12 p.m.
Created at: March 20, 2026, 1:09 p.m.