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.