Triple

T19002566
Position Surface form Disambiguated ID Type / Status
Subject Fiona Gallagher E464990 entity
Predicate romanticRelationship P9994 FINISHED
Object Gus Pfender
Gus Pfender is a musician and brief love interest of Fiona Gallagher on the television series "Shameless."
E1353778 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: 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.
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: Gus Pfender
Triple: [Fiona Gallagher, romanticRelationship, Gus Pfender]
Generated description
Gus Pfender is a musician and brief love interest of Fiona Gallagher on the television series "Shameless."
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 (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_69d8dd01a56c81909694a128c66b21d7 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5d687cb2081909bf3ac761e292f22 completed April 20, 2026, 7:32 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05b45dc7e88190a0bf79ea1bb18f99 completed May 14, 2026, 11:39 a.m.
NEDg Description generation batch_6a05b5dfac0c8190b67921280d5ab1fe completed May 14, 2026, 11:45 a.m.
NED2 Entity disambiguation (via description) batch_6a05b68aba3081908ca21d732e45f454 completed May 14, 2026, 11:48 a.m.
Created at: April 10, 2026, 12:01 p.m.