Triple

T627882
Position Surface form Disambiguated ID Type / Status
Subject Paul R. Ehrlich E15858 entity
Predicate notableWork P4 FINISHED
Object "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.
E79414 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: "The Population Explosion" | Statement: [Paul R. Ehrlich, notableWork, "The Population Explosion"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: "The Population Explosion"
Context triple: [Paul R. Ehrlich, notableWork, "The Population Explosion"]
  • A. the book "The Population Bomb"
    "The Population Bomb" is a 1968 book by biologist Paul R. Ehrlich that famously warned of imminent global overpopulation crises and helped spark widespread debate about population growth and environmental limits.
  • B. Populorum progressio
    Populorum progressio is a 1967 papal encyclical that addresses global economic justice, development of peoples, and the moral dimensions of poverty and inequality.
  • C. 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.
  • D. The World’s Progress
    The World’s Progress is a comprehensive reference work compiled by American publisher George Palmer Putnam that surveys major events, discoveries, and developments throughout world history.
  • E. The New Rulers of the World
    The New Rulers of the World is a documentary film and book by journalist John Pilger that investigates the impacts of globalization, corporate power, and Western foreign policy on developing countries.
  • 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: "The Population Explosion"
Triple: [Paul R. Ehrlich, notableWork, "The Population Explosion"]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: "The Population Explosion"
Target entity description: "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.
  • A. the book "The Population Bomb"
    "The Population Bomb" is a 1968 book by biologist Paul R. Ehrlich that famously warned of imminent global overpopulation crises and helped spark widespread debate about population growth and environmental limits.
  • B. Populorum progressio
    Populorum progressio is a 1967 papal encyclical that addresses global economic justice, development of peoples, and the moral dimensions of poverty and inequality.
  • C. 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.
  • D. The World’s Progress
    The World’s Progress is a comprehensive reference work compiled by American publisher George Palmer Putnam that surveys major events, discoveries, and developments throughout world history.
  • E. The New Rulers of the World
    The New Rulers of the World is a documentary film and book by journalist John Pilger that investigates the impacts of globalization, corporate power, and Western foreign policy on developing countries.
  • 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_69a4935c131c8190a5378c6bf101e8cc completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a49e59e2688190b3c18b17c5db1e2b completed March 1, 2026, 8:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69a56eee035c8190868aeac32be57959 completed March 2, 2026, 11:05 a.m.
NEDg Description generation batch_69a56f655364819092b8edf5cd2dacd3 completed March 2, 2026, 11:07 a.m.
NED2 Entity disambiguation (via description) batch_69a56fdffd008190a502d68f46c3831c completed March 2, 2026, 11:09 a.m.
Created at: March 1, 2026, 7:35 p.m.