Triple

T23045921
Position Surface form Disambiguated ID Type / Status
Subject Paul Graham E573876 entity
Predicate notableWork P4 FINISHED
Object essay "Hackers and Painters"
"Hackers and Painters" is an influential essay by programmer and entrepreneur Paul Graham that explores the creative and artistic nature of hacking and software development.
E1567779 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: essay "Hackers and Painters" | Statement: [Paul Graham, notableWork, essay "Hackers and Painters"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: essay "Hackers and Painters"
Context triple: [Paul Graham, notableWork, essay "Hackers and Painters"]
  • A. The New Hacker's Dictionary
    The New Hacker's Dictionary is a comprehensive lexicon and cultural guide to hacker slang, folklore, and traditions, compiled and edited by Eric S. Raymond.
  • B. essay "The Structure of a Programming Language Revolution"
    "The Structure of a Programming Language Revolution" is an influential essay by Richard P. Gabriel that analyzes how programming languages evolve and gain adoption through social, cultural, and technical dynamics.
  • C. essay "Worse Is Better"
    "Worse Is Better" is a famous essay by Richard P. Gabriel that argues simple, pragmatic software designs often succeed in practice over more theoretically elegant but complex alternatives.
  • D. essay "The End of History and the Last Programming Language"
    "The End of History and the Last Programming Language" is an influential essay by computer scientist and writer Richard P. Gabriel that reflects on the evolution, culture, and possible future stagnation of programming languages.
  • E. Things a Computer Scientist Rarely Talks About
    Things a Computer Scientist Rarely Talks About is a reflective book by Donald E. Knuth in which he discusses the philosophical, spiritual, and personal dimensions underlying his life and work in computer science.
  • 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: essay "Hackers and Painters"
Triple: [Paul Graham, notableWork, essay "Hackers and Painters"]
Generated description
"Hackers and Painters" is an influential essay by programmer and entrepreneur Paul Graham that explores the creative and artistic nature of hacking and software development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: essay "Hackers and Painters"
Target entity description: "Hackers and Painters" is an influential essay by programmer and entrepreneur Paul Graham that explores the creative and artistic nature of hacking and software development.
  • A. The New Hacker's Dictionary
    The New Hacker's Dictionary is a comprehensive lexicon and cultural guide to hacker slang, folklore, and traditions, compiled and edited by Eric S. Raymond.
  • B. essay "The Structure of a Programming Language Revolution"
    "The Structure of a Programming Language Revolution" is an influential essay by Richard P. Gabriel that analyzes how programming languages evolve and gain adoption through social, cultural, and technical dynamics.
  • C. essay "Worse Is Better"
    "Worse Is Better" is a famous essay by Richard P. Gabriel that argues simple, pragmatic software designs often succeed in practice over more theoretically elegant but complex alternatives.
  • D. essay "The End of History and the Last Programming Language"
    "The End of History and the Last Programming Language" is an influential essay by computer scientist and writer Richard P. Gabriel that reflects on the evolution, culture, and possible future stagnation of programming languages.
  • E. Things a Computer Scientist Rarely Talks About
    Things a Computer Scientist Rarely Talks About is a reflective book by Donald E. Knuth in which he discusses the philosophical, spiritual, and personal dimensions underlying his life and work in computer science.
  • 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_69e245b9c11481909d06c872214d21af completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f185192754819093a87d23371e7bbc completed April 29, 2026, 4:12 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c0ada60608190990d6ab5b6366c35 completed May 19, 2026, 7:01 a.m.
NEDg Description generation batch_6a0c0bc891e88190879f2609a178ca70 completed May 19, 2026, 7:05 a.m.
NED2 Entity disambiguation (via description) batch_6a0c0c465a58819098012ea25933b890 completed May 19, 2026, 7:07 a.m.
Created at: April 17, 2026, 3:54 p.m.