Triple

T2246099
Position Surface form Disambiguated ID Type / Status
Subject Stuart Dryburgh E49507 entity
Predicate notableWork P4 FINISHED
Object Blackhat
Blackhat is a 2015 cyber-thriller film directed by Michael Mann that follows a convicted hacker recruited to help track down a high-level cybercrime network.
E246825 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: Blackhat | Statement: [Stuart Dryburgh, notableWork, Blackhat]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Blackhat
Context triple: [Stuart Dryburgh, notableWork, Blackhat]
  • A. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • B. PayPal Mafia
    The PayPal Mafia is an informal group of former PayPal founders and early employees who went on to create or lead numerous influential technology companies such as LinkedIn, Tesla, SpaceX, Yelp, and YouTube.
  • C. Bleeding Edge
    Bleeding Edge is a 2013 postmodern detective novel by Thomas Pynchon that explores the intersection of technology, capitalism, and conspiracy in New York City around the time of the dot-com crash and 9/11.
  • D. Cyber-Shades
    Cyber-Shades are a variant of the Cybermen in Doctor Who, characterized by their bestial, hound-like form used for tracking and capturing victims.
  • E. 6 Underground
    6 Underground is a 2019 high-octane action film directed by Michael Bay, starring Ryan Reynolds as the leader of a covert vigilante squad that fakes their deaths to take down notorious criminals.
  • 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: Blackhat
Triple: [Stuart Dryburgh, notableWork, Blackhat]
Generated description
Blackhat is a 2015 cyber-thriller film directed by Michael Mann that follows a convicted hacker recruited to help track down a high-level cybercrime network.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Blackhat
Target entity description: Blackhat is a 2015 cyber-thriller film directed by Michael Mann that follows a convicted hacker recruited to help track down a high-level cybercrime network.
  • A. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • B. PayPal Mafia
    The PayPal Mafia is an informal group of former PayPal founders and early employees who went on to create or lead numerous influential technology companies such as LinkedIn, Tesla, SpaceX, Yelp, and YouTube.
  • C. Bleeding Edge
    Bleeding Edge is a 2013 postmodern detective novel by Thomas Pynchon that explores the intersection of technology, capitalism, and conspiracy in New York City around the time of the dot-com crash and 9/11.
  • D. Cyber-Shades
    Cyber-Shades are a variant of the Cybermen in Doctor Who, characterized by their bestial, hound-like form used for tracking and capturing victims.
  • E. 6 Underground
    6 Underground is a 2019 high-octane action film directed by Michael Bay, starring Ryan Reynolds as the leader of a covert vigilante squad that fakes their deaths to take down notorious criminals.
  • 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_69a88aa979788190ad6500f1d8eee2fc completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abc0ea75d881909d4e176a432f32e8 completed March 7, 2026, 6:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae6b147b388190a20a604cc176191f completed March 9, 2026, 6:39 a.m.
NEDg Description generation batch_69ae6b9edb688190a4e6e4a4ddf964f3 completed March 9, 2026, 6:41 a.m.
NED2 Entity disambiguation (via description) batch_69ae6bfbb6cc81909d647b3875450b4b completed March 9, 2026, 6:43 a.m.
Created at: March 4, 2026, 7:47 p.m.