Triple

T18507857
Position Surface form Disambiguated ID Type / Status
Subject Liam Gallagher (Shameless) E452245 entity
Predicate biologicalFatherInPlot P83333 FINISHED
Object Frank Gallagher (Shameless) NE NERFINISHED

How this triple was built (3 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 (Shameless) | Statement: [Liam Gallagher (Shameless), biologicalFatherInPlot, Frank Gallagher (Shameless)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Frank Gallagher (Shameless)
Context triple: [Liam Gallagher (Shameless), biologicalFatherInPlot, Frank Gallagher (Shameless)]
  • A. Carl Gallagher (Shameless)
    Carl Gallagher is a trouble-prone, street-smart middle son of the dysfunctional Gallagher family in the TV series "Shameless," known for his rebellious behavior and gradual attempts at self-improvement.
  • B. Frank Gallagher in Shameless chosen
    Frank Gallagher in Shameless is the chronically drunk, scheming, and neglectful patriarch of the Gallagher family whose reckless behavior drives much of the series’ dark comedy and drama.
  • C. Ian Gallagher in Shameless
    Ian Gallagher in Shameless is a central character in the British TV series, portrayed as a gay teenager navigating family dysfunction, personal identity, and complex relationships on a Manchester council estate.
  • D. Trevor (Shameless US)
    Trevor is a transgender man and social worker in the U.S. version of *Shameless* who becomes one of Ian Gallagher’s significant love interests.
  • E. Jimmy Darmody
    Jimmy Darmody is a central character in the television series "Boardwalk Empire," a World War I veteran who becomes a protégé and later rival of Atlantic City political boss Nucky Thompson.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: biologicalFatherInPlot
Context triple: [Liam Gallagher (Shameless), biologicalFatherInPlot, Frank Gallagher (Shameless)]
  • A. biologicalParent chosen
    Indicates that one entity is the natural (genetic) parent of another entity.
  • B. stepfatherOf
    Indicates that one person is the male spouse or partner of a child's parent, but is not the child's biological or adoptive father.
  • C. claimedFather
    Indicates that one entity is asserted or alleged to be the father of another entity, without guaranteeing the claim’s truth.
  • D. fatherWas
    Indicates that one entity was the male parent (father) of another entity in the past.
  • E. hasFictionalFather
    Indicates that one entity is the fictional father of another entity.
  • F. None of above.

Provenance (3 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.
PD Predicate disambiguation batch_69e469dbf5208190b6fc49e02a087f54 completed April 19, 2026, 5:36 a.m.
Created at: April 10, 2026, 11:36 a.m.