Triple

T8030682
Position Surface form Disambiguated ID Type / Status
Subject Hannah Fry E186969 entity
Predicate notableWork P4 FINISHED
Object Hello World: How to be Human in the Age of the Machine
"Hello World: How to be Human in the Age of the Machine" is a popular science book by mathematician Hannah Fry that explores how algorithms shape modern life and examines the balance between human judgment and machine decision-making.
E706326 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: Hello World: How to be Human in the Age of the Machine | Statement: [Hannah Fry, notableWork, Hello World: How to be Human in the Age of the Machine]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hello World: How to be Human in the Age of the Machine
Context triple: [Hannah Fry, notableWork, Hello World: How to be Human in the Age of the Machine]
  • A. 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.
  • B. Flesh and Machines: How Robots Will Change Us
    Flesh and Machines: How Robots Will Change Us is a popular science book exploring the future of robotics and artificial intelligence and their impact on human society.
  • C. 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.
  • D. 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.
  • E. Darwin Among the Machines
    "Darwin Among the Machines" is a non-fiction book by George Dyson that explores the historical development and philosophical implications of artificial intelligence and digital evolution.
  • 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: Hello World: How to be Human in the Age of the Machine
Triple: [Hannah Fry, notableWork, Hello World: How to be Human in the Age of the Machine]
Generated description
"Hello World: How to be Human in the Age of the Machine" is a popular science book by mathematician Hannah Fry that explores how algorithms shape modern life and examines the balance between human judgment and machine decision-making.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hello World: How to be Human in the Age of the Machine
Target entity description: "Hello World: How to be Human in the Age of the Machine" is a popular science book by mathematician Hannah Fry that explores how algorithms shape modern life and examines the balance between human judgment and machine decision-making.
  • A. 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.
  • B. Flesh and Machines: How Robots Will Change Us
    Flesh and Machines: How Robots Will Change Us is a popular science book exploring the future of robotics and artificial intelligence and their impact on human society.
  • C. 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.
  • D. 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.
  • E. Darwin Among the Machines
    "Darwin Among the Machines" is a non-fiction book by George Dyson that explores the historical development and philosophical implications of artificial intelligence and digital evolution.
  • 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_69ca82ad4e2c8190a693e3c9e30fe66f completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3eef921081908d0ea21f142c175a completed March 31, 2026, 3:26 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc56e812dc81908916fc7163ae344a completed March 31, 2026, 11:21 p.m.
NEDg Description generation batch_69cc58aac4288190a2be4691fc740171 completed March 31, 2026, 11:28 p.m.
NED2 Entity disambiguation (via description) batch_69cc5cbf8278819085ff32a0494d544e completed March 31, 2026, 11:46 p.m.
Created at: March 30, 2026, 5:22 p.m.