Triple

T15451513
Position Surface form Disambiguated ID Type / Status
Subject Lyndon LaRouche E371660 entity
Predicate notableWork P4 FINISHED
Object There Are No Limits to Growth
"There Are No Limits to Growth" is a political and economic treatise by Lyndon LaRouche arguing against environmentalist and neo-Malthusian claims of finite growth, promoting instead the idea of limitless human-driven economic and technological development.
E1157252 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: There Are No Limits to Growth | Statement: [Lyndon LaRouche, notableWork, There Are No Limits to Growth]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: There Are No Limits to Growth
Context triple: [Lyndon LaRouche, notableWork, There Are No Limits to Growth]
  • A. Our Common Future
    Our Common Future is the landmark 1987 report by the World Commission on Environment and Development that popularized the concept of sustainable development and shaped global environmental policy.
  • B. limits to growth
    Limits to Growth is a seminal 1972 report and concept in systems thinking that models how exponential economic and population growth can exceed the planet’s finite resources, leading to potential ecological and societal collapse.
  • C. Beyond Growth
    Beyond Growth is a seminal book by ecological economist Herman Daly that critiques conventional economic growth models and advocates for a steady-state, sustainable economy.
  • D. The Human Problems of an Industrial Civilization
    The Human Problems of an Industrial Civilization is a seminal work in industrial and organizational psychology that analyzes worker behavior, motivation, and social relations in the workplace, based largely on the famous Hawthorne studies.
  • E. "The Population Explosion"
    "The Population Explosion" is a 1990 book by biologist Paul R. Ehrlich that warns about the environmental and social consequences of rapid human population growth and advocates for population control measures.
  • 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: There Are No Limits to Growth
Triple: [Lyndon LaRouche, notableWork, There Are No Limits to Growth]
Generated description
"There Are No Limits to Growth" is a political and economic treatise by Lyndon LaRouche arguing against environmentalist and neo-Malthusian claims of finite growth, promoting instead the idea of limitless human-driven economic and technological development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: There Are No Limits to Growth
Target entity description: "There Are No Limits to Growth" is a political and economic treatise by Lyndon LaRouche arguing against environmentalist and neo-Malthusian claims of finite growth, promoting instead the idea of limitless human-driven economic and technological development.
  • A. Our Common Future
    Our Common Future is the landmark 1987 report by the World Commission on Environment and Development that popularized the concept of sustainable development and shaped global environmental policy.
  • B. limits to growth
    Limits to Growth is a seminal 1972 report and concept in systems thinking that models how exponential economic and population growth can exceed the planet’s finite resources, leading to potential ecological and societal collapse.
  • C. Beyond Growth
    Beyond Growth is a seminal book by ecological economist Herman Daly that critiques conventional economic growth models and advocates for a steady-state, sustainable economy.
  • D. The Human Problems of an Industrial Civilization
    The Human Problems of an Industrial Civilization is a seminal work in industrial and organizational psychology that analyzes worker behavior, motivation, and social relations in the workplace, based largely on the famous Hawthorne studies.
  • E. "The Population Explosion"
    "The Population Explosion" is a 1990 book by biologist Paul R. Ehrlich that warns about the environmental and social consequences of rapid human population growth and advocates for population control measures.
  • 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_69d85cc8bd308190886949510b42e764 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e03efaf82c81908b464e37ce9c159a completed April 16, 2026, 1:44 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff21b1e9688190a283dbc552072ce0 completed May 9, 2026, 11:59 a.m.
NEDg Description generation batch_69ff22b9c980819093e05036ba21eaf0 completed May 9, 2026, 12:04 p.m.
NED2 Entity disambiguation (via description) batch_69ff2339ae808190bf2d4676215399c0 completed May 9, 2026, 12:06 p.m.
Created at: April 10, 2026, 3:30 a.m.