Triple

T19453270
Position Surface form Disambiguated ID Type / Status
Subject Atlas Shrugged: Part I E486669 entity
Predicate screenwriter P2831 FINISHED
Object Brian Patrick O’Toole
Brian Patrick O’Toole is an American screenwriter and film producer known for his work on genre films and the adaptation of Ayn Rand’s novel in "Atlas Shrugged: Part I."
 E1378185 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: Brian Patrick O’Toole | Statement: [Atlas Shrugged: Part I, screenwriter, Brian Patrick O’Toole]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Brian Patrick O’Toole
Context triple: [Atlas Shrugged: Part I, screenwriter, Brian Patrick O’Toole]
  • A. Paul O'Toole
    Paul O'Toole is an individual notable for bearing the surname O'Toole, though specific widely recognized achievements or roles associated with him are not clearly established.
  • B. Peter O’Neill
    Peter O’Neill is a Papua New Guinean politician who served as Prime Minister of Papua New Guinea from 2011 to 2019.
  • C. Richard O'Toole
    Richard O'Toole is a notable individual who prominently bears the surname O'Toole.
  • D. Peter O'Brien
    Peter O'Brien is an Australian actor known for his work in television and film, and for being married to fellow Australian actor Miranda Otto.
  • E. Gary O'Toole
    Gary O'Toole is an English drummer and educator best known for his work with guitarist Steve Hackett and his contributions to progressive rock music.
  • 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: Brian Patrick O’Toole
Triple: [Atlas Shrugged: Part I, screenwriter, Brian Patrick O’Toole]
Generated description
Brian Patrick O’Toole is an American screenwriter and film producer known for his work on genre films and the adaptation of Ayn Rand’s novel in "Atlas Shrugged: Part I."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Brian Patrick O’Toole
Target entity description: Brian Patrick O’Toole is an American screenwriter and film producer known for his work on genre films and the adaptation of Ayn Rand’s novel in "Atlas Shrugged: Part I."
  • A. Paul O'Toole
    Paul O'Toole is an individual notable for bearing the surname O'Toole, though specific widely recognized achievements or roles associated with him are not clearly established.
  • B. Peter O’Neill
    Peter O’Neill is a Papua New Guinean politician who served as Prime Minister of Papua New Guinea from 2011 to 2019.
  • C. Richard O'Toole
    Richard O'Toole is a notable individual who prominently bears the surname O'Toole.
  • D. Peter O'Brien
    Peter O'Brien is an Australian actor known for his work in television and film, and for being married to fellow Australian actor Miranda Otto.
  • E. Gary O'Toole
    Gary O'Toole is an English drummer and educator best known for his work with guitarist Steve Hackett and his contributions to progressive rock music.
  • 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.