Triple

T8396928
Position Surface form Disambiguated ID Type / Status
Subject Martin Rees E198074 entity
Predicate hasWritten P2831 FINISHED
Object On the Future: Prospects for Humanity
"On the Future: Prospects for Humanity" is a nonfiction book by astrophysicist Martin Rees that explores the major scientific, technological, and existential challenges and opportunities facing humanity in the coming centuries.
E730534 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: On the Future: Prospects for Humanity | Statement: [Martin Rees, hasWritten, On the Future: Prospects for Humanity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: On the Future: Prospects for Humanity
Context triple: [Martin Rees, hasWritten, On the Future: Prospects for Humanity]
  • A. The Challenge of the Future
    "The Challenge of the Future" is a key chapter in Peter Thiel’s book *Zero to One* that outlines how bold, innovative thinking and the creation of truly new technologies are essential for shaping a better future.
  • B. A Brief History of the Future
    A Brief History of the Future is a book by Mike Moore that explores potential social, political, and technological developments shaping humanity’s long-term future.
  • C. The Next Million Years
    The Next Million Years is a 1952 book by physicist Charles Galton Darwin that speculates on the long-term future and evolution of human society using principles of population dynamics and heredity.
  • D. The Conquest of Space and the Stature of Man
    "The Conquest of Space and the Stature of Man" is an essay by political theorist Hannah Arendt that reflects on how modern space exploration and technological power transform humanity’s self-understanding and place in the universe.
  • E. The Ascent of Man
    The Ascent of Man is a landmark 1973 BBC documentary series and accompanying book by Jacob Bronowski that traces the development of human civilization through the lens of science, culture, and intellectual progress.
  • 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: On the Future: Prospects for Humanity
Triple: [Martin Rees, hasWritten, On the Future: Prospects for Humanity]
Generated description
"On the Future: Prospects for Humanity" is a nonfiction book by astrophysicist Martin Rees that explores the major scientific, technological, and existential challenges and opportunities facing humanity in the coming centuries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: On the Future: Prospects for Humanity
Target entity description: "On the Future: Prospects for Humanity" is a nonfiction book by astrophysicist Martin Rees that explores the major scientific, technological, and existential challenges and opportunities facing humanity in the coming centuries.
  • A. The Challenge of the Future
    "The Challenge of the Future" is a key chapter in Peter Thiel’s book *Zero to One* that outlines how bold, innovative thinking and the creation of truly new technologies are essential for shaping a better future.
  • B. A Brief History of the Future
    A Brief History of the Future is a book by Mike Moore that explores potential social, political, and technological developments shaping humanity’s long-term future.
  • C. The Next Million Years
    The Next Million Years is a 1952 book by physicist Charles Galton Darwin that speculates on the long-term future and evolution of human society using principles of population dynamics and heredity.
  • D. The Conquest of Space and the Stature of Man
    "The Conquest of Space and the Stature of Man" is an essay by political theorist Hannah Arendt that reflects on how modern space exploration and technological power transform humanity’s self-understanding and place in the universe.
  • E. The Ascent of Man
    The Ascent of Man is a landmark 1973 BBC documentary series and accompanying book by Jacob Bronowski that traces the development of human civilization through the lens of science, culture, and intellectual progress.
  • 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_69ca82f816bc8190ab321c07d72208c1 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb818893348190a6ea2ff6a2e3e491 completed March 31, 2026, 8:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69cde867d21c8190b066a6c88273ec5a completed April 2, 2026, 3:54 a.m.
NEDg Description generation batch_69cdebfd60188190a1681344e2bf1e9e completed April 2, 2026, 4:09 a.m.
NED2 Entity disambiguation (via description) batch_69cded2fa42c8190bfbfc79caf38bf8e completed April 2, 2026, 4:14 a.m.
Created at: March 30, 2026, 6:04 p.m.