Triple

T627870
Position Surface form Disambiguated ID Type / Status
Subject Paul R. Ehrlich E15858 entity
Predicate knownFor P22 FINISHED
Object 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.
E78711 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 book "The Population Bomb" | Statement: [Paul R. Ehrlich, knownFor, the book "The Population Bomb"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: the book "The Population Bomb"
Context triple: [Paul R. Ehrlich, knownFor, the book "The Population Bomb"]
  • 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. 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. Battle for Grain
    The Battle for Grain was a major Fascist Italian agricultural policy initiative launched by Benito Mussolini in the 1920s to boost domestic wheat production and reduce reliance on foreign imports.
  • D. Walden Two
    Walden Two is a utopian novel by behaviorist B. F. Skinner that depicts a community engineered through behavioral principles to maximize social harmony and individual well-being.
  • E. Poverty and Famines
    Poverty and Famines is a seminal book by economist Amartya Sen that revolutionized the understanding of famine by arguing that they result more from failures of access and entitlement than from food shortages alone.
  • 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 book "The Population Bomb"
Triple: [Paul R. Ehrlich, knownFor, the book "The Population Bomb"]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: the book "The Population Bomb"
Target entity description: "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.
  • 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. 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. Battle for Grain
    The Battle for Grain was a major Fascist Italian agricultural policy initiative launched by Benito Mussolini in the 1920s to boost domestic wheat production and reduce reliance on foreign imports.
  • D. Walden Two
    Walden Two is a utopian novel by behaviorist B. F. Skinner that depicts a community engineered through behavioral principles to maximize social harmony and individual well-being.
  • E. Poverty and Famines
    Poverty and Famines is a seminal book by economist Amartya Sen that revolutionized the understanding of famine by arguing that they result more from failures of access and entitlement than from food shortages alone.
  • 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_69a56938be6481909a8eba01f5d856c1 completed March 2, 2026, 10:40 a.m.
NEDg Description generation batch_69a569ec60a08190ad2f84dc20635621 completed March 2, 2026, 10:43 a.m.
NED2 Entity disambiguation (via description) batch_69a56a6d09cc8190959d8d2e7621041f completed March 2, 2026, 10:46 a.m.
Created at: March 1, 2026, 7:35 p.m.