Triple

T19453284
Position Surface form Disambiguated ID Type / Status
Subject Atlas Shrugged: Part I E486669 entity
Predicate mainCharacter P1183 FINISHED
Object John Galt
John Galt is the enigmatic philosopher-inventor in Ayn Rand’s novel "Atlas Shrugged," symbolizing radical individualism and the mind’s role in human progress.
 E1378186 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: John Galt | Statement: [Atlas Shrugged: Part I, mainCharacter, John Galt]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John Galt
Context triple: [Atlas Shrugged: Part I, mainCharacter, John Galt]
  • A. John Galt
    John Galt was a Scottish novelist, entrepreneur, and colonization official best known for founding the Canada Company and establishing several early Canadian settlements.
  • B. Dagny Taggart
    Dagny Taggart is the fiercely independent and brilliant railroad executive who serves as the central heroine of Ayn Rand's novel "Atlas Shrugged."
  • C. Hank Rearden
    Hank Rearden is a central industrialist character in Ayn Rand's novel "Atlas Shrugged," known for inventing a revolutionary metal alloy and embodying Rand's ideals of individualism and productive achievement.
  • D. Randolph Galt
    Randolph Galt was the husband of American actress Anne Baxter, known primarily for his marriage to the Academy Award–winning star.
  • E. Galt
    Galt is a historic community now forming part of the city of Cambridge, Ontario, known for its 19th-century architecture and scenic Grand River setting.
  • 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: John Galt
Triple: [Atlas Shrugged: Part I, mainCharacter, John Galt]
Generated description
John Galt is the enigmatic philosopher-inventor in Ayn Rand’s novel "Atlas Shrugged," symbolizing radical individualism and the mind’s role in human progress.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John Galt
Target entity description: John Galt is the enigmatic philosopher-inventor in Ayn Rand’s novel "Atlas Shrugged," symbolizing radical individualism and the mind’s role in human progress.
  • A. John Galt
    John Galt was a Scottish novelist, entrepreneur, and colonization official best known for founding the Canada Company and establishing several early Canadian settlements.
  • B. Dagny Taggart
    Dagny Taggart is the fiercely independent and brilliant railroad executive who serves as the central heroine of Ayn Rand's novel "Atlas Shrugged."
  • C. Hank Rearden
    Hank Rearden is a central industrialist character in Ayn Rand's novel "Atlas Shrugged," known for inventing a revolutionary metal alloy and embodying Rand's ideals of individualism and productive achievement.
  • D. Randolph Galt
    Randolph Galt was the husband of American actress Anne Baxter, known primarily for his marriage to the Academy Award–winning star.
  • E. Galt
    Galt is a historic community now forming part of the city of Cambridge, Ontario, known for its 19th-century architecture and scenic Grand River setting.
  • 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_69d8e8d86d608190bd199a98d0297f27 completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e6339407a08190a3e0213bfbb4df3d completed April 20, 2026, 2:09 p.m.
NED1 Entity disambiguation (via context triple) batch_6a074049b9e88190a9ab6742d6ff3df7 completed May 15, 2026, 3:48 p.m.
NEDg Description generation batch_6a0741651ba48190b8eb6336afbbc4af completed May 15, 2026, 3:53 p.m.
NED2 Entity disambiguation (via description) batch_6a0741e454a48190ac03aa458ca2b3b3 completed May 15, 2026, 3:55 p.m.
Created at: April 10, 2026, 1:38 p.m.