Triple

T2920624
Position Surface form Disambiguated ID Type / Status
Subject The Population Bomb E78711 entity
Predicate hasPerspective P380 FINISHED
Object neo-Malthusian
A neo-Malthusian is an advocate of the view that rapid population growth threatens environmental sustainability and human well-being, often calling for population control measures to prevent resource depletion and ecological crisis.
E309105 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: neo-Malthusian | Statement: [The Population Bomb, hasPerspective, neo-Malthusian]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: neo-Malthusian
Context triple: [The Population Bomb, hasPerspective, neo-Malthusian]
  • A. Malthusian catastrophe
    A Malthusian catastrophe is a theoretical scenario in which unchecked population growth outstrips food production, leading to widespread famine, disease, and social collapse.
  • B. NEOB
    NEOB is a U.S. federal government office building in Washington, D.C., that houses various agencies and staff of the Executive Office of the President.
  • C. Illustrations and Proofs of the Principle of Population
    Illustrations and Proofs of the Principle of Population is a 19th-century work by Francis Place that defends and elaborates Thomas Malthus’s population theory with empirical evidence and argument.
  • D. Emily Malthus
    Emily Malthus was a daughter of the English cleric and influential political economist Thomas Robert Malthus.
  • E. Thomas Malthus
    Thomas Malthus was an English economist and demographer best known for his theory that population growth tends to outpace food production, leading to inevitable checks such as famine and disease.
  • 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: neo-Malthusian
Triple: [The Population Bomb, hasPerspective, neo-Malthusian]
Generated description
A neo-Malthusian is an advocate of the view that rapid population growth threatens environmental sustainability and human well-being, often calling for population control measures to prevent resource depletion and ecological crisis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: neo-Malthusian
Target entity description: A neo-Malthusian is an advocate of the view that rapid population growth threatens environmental sustainability and human well-being, often calling for population control measures to prevent resource depletion and ecological crisis.
  • A. Malthusian catastrophe
    A Malthusian catastrophe is a theoretical scenario in which unchecked population growth outstrips food production, leading to widespread famine, disease, and social collapse.
  • B. NEOB
    NEOB is a U.S. federal government office building in Washington, D.C., that houses various agencies and staff of the Executive Office of the President.
  • C. Illustrations and Proofs of the Principle of Population
    Illustrations and Proofs of the Principle of Population is a 19th-century work by Francis Place that defends and elaborates Thomas Malthus’s population theory with empirical evidence and argument.
  • D. Emily Malthus
    Emily Malthus was a daughter of the English cleric and influential political economist Thomas Robert Malthus.
  • E. Thomas Malthus
    Thomas Malthus was an English economist and demographer best known for his theory that population growth tends to outpace food production, leading to inevitable checks such as famine and disease.
  • 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_69ad8b0c2ad081909ff87050ae542bb9 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad96a672f88190851e487dac18d43f completed March 8, 2026, 3:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69b056344ca48190b4d14dd2c1ac643d completed March 10, 2026, 5:34 p.m.
NEDg Description generation batch_69b05b30b1dc819085fdf1c7ad14f13e completed March 10, 2026, 5:56 p.m.
NED2 Entity disambiguation (via description) batch_69b05c43b08481908ae7cbd23f0b8a93 completed March 10, 2026, 6 p.m.
Created at: March 8, 2026, 2:54 p.m.