Triple

T19002567
Position Surface form Disambiguated ID Type / Status
Subject Fiona Gallagher E464990 entity
Predicate romanticRelationship P9994 FINISHED
Object Sean Pierce
Sean Pierce is a recurring character on the TV series "Shameless," known as Fiona Gallagher’s recovering addict boyfriend who runs Patsy's Pies.
E1354587 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: Sean Pierce | Statement: [Fiona Gallagher, romanticRelationship, Sean Pierce]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Sean Pierce
Context triple: [Fiona Gallagher, romanticRelationship, Sean Pierce]
  • A. Ryan Pierce
    Ryan Pierce is a successful lifestyle guru and author whose personal and professional struggles drive much of the comedy and drama in the film "Girls Trip."
  • B. Chuck Pierce
    Chuck Pierce is a fictional, egotistical but oddly endearing news anchor and executive producer on the satirical television comedy series "Great News."
  • C. Jeff Reese
    Jeff Reese is a former Canadian professional ice hockey goaltender who played in the NHL and later became a goaltending coach.
  • D. Brett Veach
    Brett Veach is an American football executive best known for building multiple Super Bowl–winning rosters as the general manager of the Kansas City Chiefs.
  • E. Ryan O'Reily
    Ryan O'Reily is a manipulative and street-smart Irish-American inmate known for his scheming and survival tactics in the HBO prison drama series "Oz."
  • 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: Sean Pierce
Triple: [Fiona Gallagher, romanticRelationship, Sean Pierce]
Generated description
Sean Pierce is a recurring character on the TV series "Shameless," known as Fiona Gallagher’s recovering addict boyfriend who runs Patsy's Pies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Sean Pierce
Target entity description: Sean Pierce is a recurring character on the TV series "Shameless," known as Fiona Gallagher’s recovering addict boyfriend who runs Patsy's Pies.
  • A. Ryan Pierce
    Ryan Pierce is a successful lifestyle guru and author whose personal and professional struggles drive much of the comedy and drama in the film "Girls Trip."
  • B. Chuck Pierce
    Chuck Pierce is a fictional, egotistical but oddly endearing news anchor and executive producer on the satirical television comedy series "Great News."
  • C. Jeff Reese
    Jeff Reese is a former Canadian professional ice hockey goaltender who played in the NHL and later became a goaltending coach.
  • D. Brett Veach
    Brett Veach is an American football executive best known for building multiple Super Bowl–winning rosters as the general manager of the Kansas City Chiefs.
  • E. Ryan O'Reily
    Ryan O'Reily is a manipulative and street-smart Irish-American inmate known for his scheming and survival tactics in the HBO prison drama series "Oz."
  • 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_6a05be49f9ac8190b4bb5836f4b8ffdd completed May 14, 2026, 12:21 p.m.
NEDg Description generation batch_6a05bf77069c8190ad286e2efc5901c6 completed May 14, 2026, 12:26 p.m.
NED2 Entity disambiguation (via description) batch_6a05c017b7f0819087d42df1fe099ab9 completed May 14, 2026, 12:29 p.m.
Created at: April 10, 2026, 12:01 p.m.