Triple

T4559650
Position Surface form Disambiguated ID Type / Status
Subject Shameless (U.S. TV series) E120561 entity
Predicate mainCharacter P1183 FINISHED
Object Ian Gallagher
Ian Gallagher is a central character in the U.S. version of "Shameless," known for his complex journey involving his sexuality, mental health struggles, and turbulent relationships within the dysfunctional Gallagher family.
E454457 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: Ian Gallagher | Statement: [Shameless (U.S. TV series), mainCharacter, Ian Gallagher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ian Gallagher
Context triple: [Shameless (U.S. TV series), mainCharacter, Ian Gallagher]
  • A. Frank McAvennie
    Frank McAvennie is a former Scottish professional footballer and striker best known for his prolific spells with St Mirren, West Ham United, and Celtic during the 1980s.
  • B. Lip Gallagher
    Lip Gallagher is a highly intelligent yet self-destructive young man from a dysfunctional Chicago family in the U.S. TV series "Shameless," known for his academic brilliance, sarcasm, and struggles with addiction and responsibility.
  • C. Neil McEvoy
    Neil McEvoy is a Canadian football executive best known for serving in senior football operations and personnel roles, including general manager, with the BC Lions of the Canadian Football League.
  • D. Stuart Maynard
    Stuart Maynard is an English football manager best known for managing Notts County F.C. in the lower tiers of the English football league system.
  • E. Andrew McGahan
    Andrew McGahan was an acclaimed Australian novelist and screenwriter known for his darkly comic and socially incisive works, including the Miles Franklin Award–winning novel "The White Earth."
  • 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: Ian Gallagher
Triple: [Shameless (U.S. TV series), mainCharacter, Ian Gallagher]
Generated description
Ian Gallagher is a central character in the U.S. version of "Shameless," known for his complex journey involving his sexuality, mental health struggles, and turbulent relationships within the dysfunctional Gallagher family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ian Gallagher
Target entity description: Ian Gallagher is a central character in the U.S. version of "Shameless," known for his complex journey involving his sexuality, mental health struggles, and turbulent relationships within the dysfunctional Gallagher family.
  • A. Frank McAvennie
    Frank McAvennie is a former Scottish professional footballer and striker best known for his prolific spells with St Mirren, West Ham United, and Celtic during the 1980s.
  • B. Lip Gallagher
    Lip Gallagher is a highly intelligent yet self-destructive young man from a dysfunctional Chicago family in the U.S. TV series "Shameless," known for his academic brilliance, sarcasm, and struggles with addiction and responsibility.
  • C. Neil McEvoy
    Neil McEvoy is a Canadian football executive best known for serving in senior football operations and personnel roles, including general manager, with the BC Lions of the Canadian Football League.
  • D. Stuart Maynard
    Stuart Maynard is an English football manager best known for managing Notts County F.C. in the lower tiers of the English football league system.
  • E. Andrew McGahan
    Andrew McGahan was an acclaimed Australian novelist and screenwriter known for his darkly comic and socially incisive works, including the Miles Franklin Award–winning novel "The White Earth."
  • 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_69bd4636f1648190a701445c2fcd9c17 completed March 20, 2026, 1:05 p.m.
NER Named-entity recognition batch_69bd582b871c8190be0b70c76d639000 completed March 20, 2026, 2:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69bde0766e70819080159402ca147bf5 completed March 21, 2026, 12:04 a.m.
NEDg Description generation batch_69bde1b0c678819090b9c3687cc6f93c completed March 21, 2026, 12:09 a.m.
NED2 Entity disambiguation (via description) batch_69bde20b203c8190af425aa041267e08 completed March 21, 2026, 12:10 a.m.
Created at: March 20, 2026, 1:09 p.m.