Triple

T8828530
Position Surface form Disambiguated ID Type / Status
Subject hacker ethic E210075 entity
Predicate describedIn P519 FINISHED
Object Hackers: Heroes of the Computer Revolution
Hackers: Heroes of the Computer Revolution is a seminal 1984 non-fiction book by Steven Levy that chronicles the early computer hacker subculture and articulates the influential "hacker ethic" of creativity, freedom, and open access to information.
E761747 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: Hackers: Heroes of the Computer Revolution | Statement: [hacker ethic, describedIn, Hackers: Heroes of the Computer Revolution]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hackers: Heroes of the Computer Revolution
Context triple: [hacker ethic, describedIn, Hackers: Heroes of the Computer Revolution]
  • A. Hackers
    Hackers is a 1995 cult classic cyberpunk film about teenage computer prodigies who uncover a corporate conspiracy while navigating early internet culture.
  • B. The Hacker
    The Hacker is a villainous character portrayed by Christopher Lloyd in the educational animated television series "Cyberchase."
  • C. The Hacker’s Choice
    The Hacker’s Choice is a well-known security research and hacking collective recognized for creating influential penetration-testing tools and publishing information on network and system vulnerabilities.
  • D. 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.
  • E. Pirates of Silicon Valley
    Pirates of Silicon Valley is a 1999 docudrama film that dramatizes the early rivalry and rise of Apple’s Steve Jobs and Microsoft’s Bill Gates during the personal computer revolution.
  • 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: Hackers: Heroes of the Computer Revolution
Triple: [hacker ethic, describedIn, Hackers: Heroes of the Computer Revolution]
Generated description
Hackers: Heroes of the Computer Revolution is a seminal 1984 non-fiction book by Steven Levy that chronicles the early computer hacker subculture and articulates the influential "hacker ethic" of creativity, freedom, and open access to information.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hackers: Heroes of the Computer Revolution
Target entity description: Hackers: Heroes of the Computer Revolution is a seminal 1984 non-fiction book by Steven Levy that chronicles the early computer hacker subculture and articulates the influential "hacker ethic" of creativity, freedom, and open access to information.
  • A. Hackers
    Hackers is a 1995 cult classic cyberpunk film about teenage computer prodigies who uncover a corporate conspiracy while navigating early internet culture.
  • B. The Hacker
    The Hacker is a villainous character portrayed by Christopher Lloyd in the educational animated television series "Cyberchase."
  • C. The Hacker’s Choice
    The Hacker’s Choice is a well-known security research and hacking collective recognized for creating influential penetration-testing tools and publishing information on network and system vulnerabilities.
  • D. 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.
  • E. Pirates of Silicon Valley
    Pirates of Silicon Valley is a 1999 docudrama film that dramatizes the early rivalry and rise of Apple’s Steve Jobs and Microsoft’s Bill Gates during the personal computer revolution.
  • 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_69ca8365b28081909e48e45e95dfc405 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc604c52a48190807e46c15e3c1558 completed April 1, 2026, 12:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69cf896382708190a08c6bacf1157066 completed April 3, 2026, 9:33 a.m.
NEDg Description generation batch_69cf8ab6c1a8819097b8a84902a10296 completed April 3, 2026, 9:39 a.m.
NED2 Entity disambiguation (via description) batch_69cf8bc521dc81908918b48a25f290bb completed April 3, 2026, 9:43 a.m.
Created at: March 30, 2026, 6:47 p.m.