Triple

T23541517
Position Surface form Disambiguated ID Type / Status
Subject law of accelerating returns E577762 entity
Predicate relatedTo P37 FINISHED
Object technological singularity NE NERFINISHED

How this triple was built (3 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: technological singularity | Statement: [law of accelerating returns, relatedTo, technological singularity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: technological singularity
Context triple: [law of accelerating returns, relatedTo, technological singularity]
  • A. essay "The Coming Technological Singularity"
    "The Coming Technological Singularity" is a seminal 1993 essay by mathematician and science fiction author Vernor Vinge that popularized the concept of a future point where accelerating technological progress, especially in artificial intelligence, leads to unprecedented and unpredictable changes in human civilization.
  • B. The Singularity Is Near
    The Singularity Is Near is a futurist book by Ray Kurzweil that predicts the imminent rise of superintelligent machines and explores the profound technological, social, and philosophical implications of this transformation.
  • C. transhumanism
    Transhumanism is a philosophical and cultural movement that advocates using advanced technology to enhance human physical and cognitive abilities and ultimately transcend biological limitations.
  • D. law of accelerating returns
    The law of accelerating returns is Ray Kurzweil’s theory that technological progress, especially in information technologies, grows at an exponential and compounding rate, leading to increasingly rapid and transformative change.
  • E. Technologic
    "Technologic" is a 2005 electronic dance track by French duo Daft Punk, known for its robotic vocals listing technology-related commands over a minimalist, catchy beat.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: technological singularity
Target entity description: The technological singularity is a hypothesized future point at which artificial intelligence and technological growth become uncontrollably rapid, fundamentally transforming human civilization in unpredictable ways.
  • A. essay "The Coming Technological Singularity"
    "The Coming Technological Singularity" is a seminal 1993 essay by mathematician and science fiction author Vernor Vinge that popularized the concept of a future point where accelerating technological progress, especially in artificial intelligence, leads to unprecedented and unpredictable changes in human civilization.
  • B. The Singularity Is Near
    The Singularity Is Near is a futurist book by Ray Kurzweil that predicts the imminent rise of superintelligent machines and explores the profound technological, social, and philosophical implications of this transformation.
  • C. transhumanism
    Transhumanism is a philosophical and cultural movement that advocates using advanced technology to enhance human physical and cognitive abilities and ultimately transcend biological limitations.
  • D. law of accelerating returns
    The law of accelerating returns is Ray Kurzweil’s theory that technological progress, especially in information technologies, grows at an exponential and compounding rate, leading to increasingly rapid and transformative change.
  • E. Technologic
    "Technologic" is a 2005 electronic dance track by French duo Daft Punk, known for its robotic vocals listing technology-related commands over a minimalist, catchy beat.
  • F. None of above. chosen

Provenance (2 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_69e245f9d5d08190a4a20004e1784e20 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f1ae1b3a8c8190b5b6a58f0476c5d2 completed April 29, 2026, 7:07 a.m.
Created at: April 17, 2026, 6:10 p.m.