Triple
T19002566
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Fiona Gallagher |
E464990
|
entity |
| Predicate | romanticRelationship |
P9994
|
FINISHED |
| Object | Gus Pfender |
—
|
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: Gus Pfender | Statement: [Fiona Gallagher, romanticRelationship, Gus Pfender]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Gus Pfender Context triple: [Fiona Gallagher, romanticRelationship, Gus Pfender]
-
A.
Gus Schilling
Gus Schilling was an American character actor and comedian known for his supporting roles in Hollywood films of the 1930s and 1940s.
-
B.
Adam Pfahler
Adam Pfahler is an American drummer best known as a founding member of the influential punk rock band Jawbreaker.
-
C.
Johnny Stachela
Johnny Stachela is an American guitarist best known for his work with The Allman Betts Band, where he contributes to their modern Southern rock sound.
-
D.
Gus Leonard
Gus Leonard was an American character actor of the silent and early sound film era, known for his supporting roles in numerous comedies and short films.
-
E.
Ray Heindorf
Ray Heindorf was an American composer, arranger, and musical director best known for his work on numerous Hollywood film scores during the mid-20th century.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Gus Pfender Target entity description: Gus Pfender is a musician and brief love interest of Fiona Gallagher on the television series "Shameless."
-
A.
Gus Schilling
Gus Schilling was an American character actor and comedian known for his supporting roles in Hollywood films of the 1930s and 1940s.
-
B.
Adam Pfahler
Adam Pfahler is an American drummer best known as a founding member of the influential punk rock band Jawbreaker.
-
C.
Johnny Stachela
Johnny Stachela is an American guitarist best known for his work with The Allman Betts Band, where he contributes to their modern Southern rock sound.
-
D.
Gus Leonard
Gus Leonard was an American character actor of the silent and early sound film era, known for his supporting roles in numerous comedies and short films.
-
E.
Ray Heindorf
Ray Heindorf was an American composer, arranger, and musical director best known for his work on numerous Hollywood film scores during the mid-20th century.
- F. None of above. chosen
Provenance (2 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_69d8dd01a56c81909694a128c66b21d7 |
completed | April 10, 2026, 11:20 a.m. |
| NER | Named-entity recognition | batch_69e5d687cb2081909bf3ac761e292f22 |
completed | April 20, 2026, 7:32 a.m. |
Created at: April 10, 2026, 12:01 p.m.