Triple

T23541534
Position Surface form Disambiguated ID Type / Status
Subject law of accelerating returns E577762 entity
Predicate usedIn P98 FINISHED
Object Kurzweil's book "The Singularity Is Near" — NE NERFINISHED

How this triple was built (2 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: Kurzweil's book "The Singularity Is Near" | Statement: [law of accelerating returns, usedIn, Kurzweil's book "The Singularity Is Near"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Kurzweil's book "The Singularity Is Near"
Context triple: [law of accelerating returns, usedIn, Kurzweil's book "The Singularity Is Near"]
  • A. The Singularity Is Near chosen
    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.
  • B. book "Engines of Creation"
    "Engines of Creation" is a pioneering 1986 book by K. Eric Drexler that popularized the concept of molecular nanotechnology and its potential societal impacts.
  • C. The Age of Spiritual Machines
    The Age of Spiritual Machines is a futurist book by Ray Kurzweil that predicts the evolution of artificial intelligence and its profound impact on human society and consciousness.
  • D. 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.
  • E. The Age of Em: Work, Love, and Life when Robots Rule the Earth
    The Age of Em: Work, Love, and Life when Robots Rule the Earth is a speculative nonfiction book that explores a future society dominated by brain-emulation-based robots and examines how this transformation would reshape economics, work, and human relationships.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

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.