Triple

T18594516
Position Surface form Disambiguated ID Type / Status
Subject Ian Gallagher E454457 entity
Predicate biologicalFather P1908 FINISHED
Object Ned (Shameless US)
Ned is a minor character in the U.S. version of *Shameless*, known primarily as the older, wealthy man who has a secret relationship with Ian Gallagher.
 E1333951 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: Ned (Shameless US) | Statement: [Ian Gallagher, biologicalFather, Ned (Shameless US)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ned (Shameless US)
Context triple: [Ian Gallagher, biologicalFather, Ned (Shameless US)]
  • A. Trevor (Shameless US)
    Trevor is a transgender man and social worker in the U.S. version of *Shameless* who becomes one of Ian Gallagher’s significant love interests.
  • B. Neddy
    Neddy is Princess Bubblegum’s timid, jelly-like brother who lives beneath the Candy Kingdom in Adventure Time and powers its infrastructure by producing candy juice.
  • C. Caleb (Shameless US)
    Caleb is a recurring character on the U.S. version of Shameless, known as a paramedic who becomes one of Ian Gallagher’s significant boyfriends during the series.
  • D. Ned
    Ned is a central character in Robert Silverberg’s science fiction novel "The Book of Skulls," one of four college students who seek an ancient order promising immortality at a terrible cost.
  • E. Ned
    Ned is a common English diminutive form of the given name Edward.
  • 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: Ned (Shameless US)
Triple: [Ian Gallagher, biologicalFather, Ned (Shameless US)]
Generated description
Ned is a minor character in the U.S. version of *Shameless*, known primarily as the older, wealthy man who has a secret relationship with Ian Gallagher.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ned (Shameless US)
Target entity description: Ned is a minor character in the U.S. version of *Shameless*, known primarily as the older, wealthy man who has a secret relationship with Ian Gallagher.
  • A. Trevor (Shameless US)
    Trevor is a transgender man and social worker in the U.S. version of *Shameless* who becomes one of Ian Gallagher’s significant love interests.
  • B. Neddy
    Neddy is Princess Bubblegum’s timid, jelly-like brother who lives beneath the Candy Kingdom in Adventure Time and powers its infrastructure by producing candy juice.
  • C. Caleb (Shameless US)
    Caleb is a recurring character on the U.S. version of Shameless, known as a paramedic who becomes one of Ian Gallagher’s significant boyfriends during the series.
  • D. Ned
    Ned is a central character in Robert Silverberg’s science fiction novel "The Book of Skulls," one of four college students who seek an ancient order promising immortality at a terrible cost.
  • E. Ned
    Ned is a common English diminutive form of the given name Edward.
  • 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_69d8d38ae7e081908a98df1251842402 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e545b8d76881909db1539c7150befb completed April 19, 2026, 9:14 p.m.
NED1 Entity disambiguation (via context triple) batch_6a05037cdd8481909c70112b5da200b3 completed May 13, 2026, 11:04 p.m.
NEDg Description generation batch_6a05073ad7c48190b2b547ea47887c40 completed May 13, 2026, 11:20 p.m.
NED2 Entity disambiguation (via description) batch_6a0507f27538819095391f361b6dedec completed May 13, 2026, 11:23 p.m.
Created at: April 10, 2026, 11:44 a.m.