Triple

T8072503
Position Surface form Disambiguated ID Type / Status
Subject Niklas Boström E188407 entity
Predicate notableIdea P4 FINISHED
Object vulnerable world hypothesis
The vulnerable world hypothesis is a speculative idea in risk theory suggesting that technological progress may eventually make it easy for small groups or individuals to cause catastrophic harm, potentially rendering modern civilization extremely fragile.
E708979 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: vulnerable world hypothesis | Statement: [Niklas Boström, notableIdea, vulnerable world hypothesis]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: vulnerable world hypothesis
Context triple: [Niklas Boström, notableIdea, vulnerable world hypothesis]
  • A. Global Catastrophic Risks
    Global Catastrophic Risks is an edited academic volume that systematically examines threats capable of causing worldwide devastation or human extinction, along with strategies for assessing and mitigating them.
  • B. Berserker hypothesis
    The Berserker hypothesis is a proposed solution to the Fermi paradox suggesting that self-replicating killer probes or hostile civilizations systematically destroy emerging intelligent life in the galaxy, explaining our apparent cosmic silence.
  • C. Security of the First World
    "Security of the First World" is an instrumental track by Public Enemy known for its hard-hitting beats and politically charged atmosphere, featured on their landmark hip-hop album "It Takes a Nation of Millions to Hold Us Back."
  • D. Rare Earth hypothesis
    The Rare Earth hypothesis argues that while simple life may be common in the universe, the combination of conditions needed for complex, intelligent life is so improbable that Earth-like civilizations are exceedingly rare.
  • E. Centre for Contingency Planning
    The Centre for Contingency Planning is a specialized unit within Norway’s public health system that prepares for and coordinates responses to health emergencies and crises.
  • 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: vulnerable world hypothesis
Triple: [Niklas Boström, notableIdea, vulnerable world hypothesis]
Generated description
The vulnerable world hypothesis is a speculative idea in risk theory suggesting that technological progress may eventually make it easy for small groups or individuals to cause catastrophic harm, potentially rendering modern civilization extremely fragile.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: vulnerable world hypothesis
Target entity description: The vulnerable world hypothesis is a speculative idea in risk theory suggesting that technological progress may eventually make it easy for small groups or individuals to cause catastrophic harm, potentially rendering modern civilization extremely fragile.
  • A. Global Catastrophic Risks
    Global Catastrophic Risks is an edited academic volume that systematically examines threats capable of causing worldwide devastation or human extinction, along with strategies for assessing and mitigating them.
  • B. Berserker hypothesis
    The Berserker hypothesis is a proposed solution to the Fermi paradox suggesting that self-replicating killer probes or hostile civilizations systematically destroy emerging intelligent life in the galaxy, explaining our apparent cosmic silence.
  • C. Security of the First World
    "Security of the First World" is an instrumental track by Public Enemy known for its hard-hitting beats and politically charged atmosphere, featured on their landmark hip-hop album "It Takes a Nation of Millions to Hold Us Back."
  • D. Rare Earth hypothesis
    The Rare Earth hypothesis argues that while simple life may be common in the universe, the combination of conditions needed for complex, intelligent life is so improbable that Earth-like civilizations are exceedingly rare.
  • E. Centre for Contingency Planning
    The Centre for Contingency Planning is a specialized unit within Norway’s public health system that prepares for and coordinates responses to health emergencies and crises.
  • 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_69ca82b50c708190863f661d438e68df completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb40482200819086c639f64c01fbb5 completed March 31, 2026, 3:32 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc63ecb04881909b1849dc4ef7c2bc completed April 1, 2026, 12:16 a.m.
NEDg Description generation batch_69cc651c5f788190908c6d84c58cba0f completed April 1, 2026, 12:21 a.m.
NED2 Entity disambiguation (via description) batch_69cc664d69a08190b92e34a0e1de48a7 completed April 1, 2026, 12:26 a.m.
Created at: March 30, 2026, 5:27 p.m.