Triple

T8900128
Position Surface form Disambiguated ID Type / Status
Subject Illustrations and Proofs of the Principle of Population E211909 entity
Predicate mainSubject P3 FINISHED
Object Malthusianism
Malthusianism is a demographic and economic theory asserting that population growth tends to outpace food production, leading to inevitable checks such as famine, disease, and conflict unless restrained.
E764521 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: Malthusianism | Statement: [Illustrations and Proofs of the Principle of Population, mainSubject, Malthusianism]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Malthusianism
Context triple: [Illustrations and Proofs of the Principle of Population, mainSubject, Malthusianism]
  • 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. 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.
  • C. 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.
  • D. Henry Malthus
    Henry Malthus was a son of the influential British economist and demographer Thomas Robert Malthus, known primarily through this familial connection.
  • E. An Essay on the Principle of Population
    An Essay on the Principle of Population is an influential 1798 work of political economy and demography arguing that population growth tends to outpace food production, leading to inevitable checks such as famine, disease, and war.
  • 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: Malthusianism
Triple: [Illustrations and Proofs of the Principle of Population, mainSubject, Malthusianism]
Generated description
Malthusianism is a demographic and economic theory asserting that population growth tends to outpace food production, leading to inevitable checks such as famine, disease, and conflict unless restrained.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Malthusianism
Target entity description: Malthusianism is a demographic and economic theory asserting that population growth tends to outpace food production, leading to inevitable checks such as famine, disease, and conflict unless restrained.
  • 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. 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.
  • C. 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.
  • D. Henry Malthus
    Henry Malthus was a son of the influential British economist and demographer Thomas Robert Malthus, known primarily through this familial connection.
  • E. An Essay on the Principle of Population
    An Essay on the Principle of Population is an influential 1798 work of political economy and demography arguing that population growth tends to outpace food production, leading to inevitable checks such as famine, disease, and war.
  • 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_69ca83918d3081909b326fa3750cb8c8 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc64278b208190afc3dec64ecdb0f5 completed April 1, 2026, 12:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfac10be588190bd1b44f09ded7826 completed April 3, 2026, 12:01 p.m.
NEDg Description generation batch_69cfacc9b53081909bd3505cff0a7722 completed April 3, 2026, 12:04 p.m.
NED2 Entity disambiguation (via description) batch_69cfad73f7a8819089ee3dadf321220e completed April 3, 2026, 12:07 p.m.
Created at: March 30, 2026, 6:54 p.m.