Triple

T4559649
Position Surface form Disambiguated ID Type / Status
Subject Shameless (U.S. TV series) E120561 entity
Predicate mainCharacter P1183 FINISHED
Object 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.
E453289 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: Lip Gallagher | Statement: [Shameless (U.S. TV series), mainCharacter, Lip Gallagher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lip Gallagher
Context triple: [Shameless (U.S. TV series), mainCharacter, Lip Gallagher]
  • A. Blackie Gallagher
    Blackie Gallagher is a central character in the 1934 crime drama film "Manhattan Melodrama," portrayed as a charismatic but morally conflicted gangster whose life contrasts sharply with that of his upstanding childhood friend.
  • B. Frank Gallagher
    Frank Gallagher is the chronically scheming, alcoholic patriarch of the dysfunctional Gallagher family in the U.S. television series "Shameless."
  • C. Eddie Byrne
    Eddie Byrne was an Irish-born character actor known for his supporting roles in mid-20th-century British films and television.
  • D. David O'Hara
    David O'Hara is a Scottish actor known for his versatile character roles in film and television, including appearances in productions such as Braveheart, The Departed, and various crime dramas.
  • 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: Lip Gallagher
Triple: [Shameless (U.S. TV series), mainCharacter, Lip Gallagher]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lip Gallagher
Target entity description: 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.
  • A. Blackie Gallagher
    Blackie Gallagher is a central character in the 1934 crime drama film "Manhattan Melodrama," portrayed as a charismatic but morally conflicted gangster whose life contrasts sharply with that of his upstanding childhood friend.
  • B. Frank Gallagher
    Frank Gallagher is the chronically scheming, alcoholic patriarch of the dysfunctional Gallagher family in the U.S. television series "Shameless."
  • C. Eddie Byrne
    Eddie Byrne was an Irish-born character actor known for his supporting roles in mid-20th-century British films and television.
  • D. David O'Hara
    David O'Hara is a Scottish actor known for his versatile character roles in film and television, including appearances in productions such as Braveheart, The Departed, and various crime dramas.
  • 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_69bdd3a139f08190a0211d5848ccdfad completed March 20, 2026, 11:09 p.m.
NEDg Description generation batch_69bdd45654a48190a2e0e39a15991e80 completed March 20, 2026, 11:12 p.m.
NED2 Entity disambiguation (via description) batch_69bdd4a6ec948190a0da6094ecf0e6d7 completed March 20, 2026, 11:13 p.m.
Created at: March 20, 2026, 1:09 p.m.