Triple

T16378995
Position Surface form Disambiguated ID Type / Status
Subject Atria Books E397750 entity
Predicate publishesAuthor P59456 FINISHED
Object Vince Flynn
Vince Flynn was an American author best known for his political thriller novels featuring counterterrorism operative Mitch Rapp.
E1211041 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: Vince Flynn | Statement: [Atria Books, publishesAuthor, Vince Flynn]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Vince Flynn
Context triple: [Atria Books, publishesAuthor, Vince Flynn]
  • A. Dale Brown
    Dale Brown is a former American college basketball coach best known for leading the LSU Tigers men's basketball program to national prominence from the 1970s through the 1990s.
  • B. Nelson DeMille
    Nelson DeMille is an American novelist best known for his suspenseful thrillers and crime novels featuring complex plots, military and law-enforcement settings, and sharp, witty dialogue.
  • C. Stephen Hunter
    Stephen Hunter is an American novelist and Pulitzer Prize–winning film critic best known for his Bob Lee Swagger sniper thriller series.
  • D. John Clancy
    John Clancy is a theatre orchestrator best known for his work on the Broadway musical adaptation of "Mean Girls."
  • E. John Clancy
    John Clancy is a leading architect and key figure at the prominent Irish architectural firm Scott Tallon Walker Architects.
  • 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: Vince Flynn
Triple: [Atria Books, publishesAuthor, Vince Flynn]
Generated description
Vince Flynn was an American author best known for his political thriller novels featuring counterterrorism operative Mitch Rapp.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Vince Flynn
Target entity description: Vince Flynn was an American author best known for his political thriller novels featuring counterterrorism operative Mitch Rapp.
  • A. Dale Brown
    Dale Brown is a former American college basketball coach best known for leading the LSU Tigers men's basketball program to national prominence from the 1970s through the 1990s.
  • B. Nelson DeMille
    Nelson DeMille is an American novelist best known for his suspenseful thrillers and crime novels featuring complex plots, military and law-enforcement settings, and sharp, witty dialogue.
  • C. Stephen Hunter
    Stephen Hunter is an American novelist and Pulitzer Prize–winning film critic best known for his Bob Lee Swagger sniper thriller series.
  • D. John Clancy
    John Clancy is a theatre orchestrator best known for his work on the Broadway musical adaptation of "Mean Girls."
  • E. John Clancy
    John Clancy is a leading architect and key figure at the prominent Irish architectural firm Scott Tallon Walker Architects.
  • 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_69d87f2880b48190ae1a9673a3bbef80 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e319da3c6c8190a9ccf744996c31e8 completed April 18, 2026, 5:42 a.m.
NED1 Entity disambiguation (via context triple) batch_6a00356658e881908131a3c60ed5499d completed May 10, 2026, 7:36 a.m.
NEDg Description generation batch_6a00383a7180819092ea605aa8ef1672 completed May 10, 2026, 7:48 a.m.
NED2 Entity disambiguation (via description) batch_6a00391645ac819092a06dc6813604fa completed May 10, 2026, 7:51 a.m.
Created at: April 10, 2026, 5:08 a.m.