Triple

T9839610
Position Surface form Disambiguated ID Type / Status
Subject The Specialist E239187 entity
Predicate basedOn P98 FINISHED
Object The Specialist novel by John Shirley
"The Specialist" is a 1990 action-thriller novel by John Shirley about a professional assassin whose lethal skills and moral conflicts drive a violent tale of revenge and betrayal.
E825456 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: The Specialist novel by John Shirley | Statement: [The Specialist, basedOn, The Specialist novel by John Shirley]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Specialist novel by John Shirley
Context triple: [The Specialist, basedOn, The Specialist novel by John Shirley]
  • A. The Specialist
    The Specialist is a 1994 action thriller film starring Sylvester Stallone and Sharon Stone, centered on a bomb expert drawn into a deadly revenge plot.
  • B. novel "The Bourne Enigma"
    "The Bourne Enigma" is a spy thriller novel in the Jason Bourne series, continuing the adventures of the amnesiac assassin in a high-stakes international conspiracy.
  • C. novel "The Bourne Deception"
    "The Bourne Deception" is a spy thriller novel in the Jason Bourne series that continues the amnesiac assassin’s high-stakes adventures of espionage, conspiracy, and identity.
  • D. Fred Saberhagen's Berserker series
    Fred Saberhagen's Berserker series is a classic science fiction saga about relentless, self-replicating machines bent on exterminating all life in the galaxy.
  • E. novel "The Bourne Sanction"
    "The Bourne Sanction" is a spy thriller novel in the Jason Bourne series, continuing the adventures of the amnesiac assassin in a high-stakes international conspiracy.
  • 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: The Specialist novel by John Shirley
Triple: [The Specialist, basedOn, The Specialist novel by John Shirley]
Generated description
"The Specialist" is a 1990 action-thriller novel by John Shirley about a professional assassin whose lethal skills and moral conflicts drive a violent tale of revenge and betrayal.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Specialist novel by John Shirley
Target entity description: "The Specialist" is a 1990 action-thriller novel by John Shirley about a professional assassin whose lethal skills and moral conflicts drive a violent tale of revenge and betrayal.
  • A. The Specialist
    The Specialist is a 1994 action thriller film starring Sylvester Stallone and Sharon Stone, centered on a bomb expert drawn into a deadly revenge plot.
  • B. novel "The Bourne Enigma"
    "The Bourne Enigma" is a spy thriller novel in the Jason Bourne series, continuing the adventures of the amnesiac assassin in a high-stakes international conspiracy.
  • C. novel "The Bourne Deception"
    "The Bourne Deception" is a spy thriller novel in the Jason Bourne series that continues the amnesiac assassin’s high-stakes adventures of espionage, conspiracy, and identity.
  • D. Fred Saberhagen's Berserker series
    Fred Saberhagen's Berserker series is a classic science fiction saga about relentless, self-replicating machines bent on exterminating all life in the galaxy.
  • E. novel "The Bourne Sanction"
    "The Bourne Sanction" is a spy thriller novel in the Jason Bourne series, continuing the adventures of the amnesiac assassin in a high-stakes international conspiracy.
  • 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_69ca84e3f0c48190ada72a65ebd50efd completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cdb34b045481908f89abd576aab497 completed April 2, 2026, 12:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69d1d5d5484c8190a78ccd0e9816ba51 completed April 5, 2026, 3:24 a.m.
NEDg Description generation batch_69d1d9c17a308190818dd21e7e53af9d completed April 5, 2026, 3:40 a.m.
NED2 Entity disambiguation (via description) batch_69d1da4ee3588190aa46d2eeffd0eabd completed April 5, 2026, 3:43 a.m.
Created at: March 30, 2026, 8:33 p.m.