Triple

T197854
Position Surface form Disambiguated ID Type / Status
Subject Guns, Germs, and Steel E4036 entity
Predicate partTitle P2765 FINISHED
Object The Rise and Spread of Food Production
"The Rise and Spread of Food Production" is a section of Jared Diamond’s book *Guns, Germs, and Steel* that examines how the development and diffusion of agriculture transformed human societies and laid the foundations for modern civilization.
E4036 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 Rise and Spread of Food Production | Statement: [Guns, Germs, and Steel, partTitle, The Rise and Spread of Food Production]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Rise and Spread of Food Production
Context triple: [Guns, Germs, and Steel, partTitle, The Rise and Spread of Food Production]
  • A. 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.
  • B. Guns, Germs, and Steel
    Guns, Germs, and Steel is a widely influential book by Jared Diamond that explores how geography, environment, and the distribution of domesticable plants and animals shaped the unequal development of human societies.
  • 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. State of Food Security and Nutrition in the World
    State of Food Security and Nutrition in the World is an annual flagship UN report that provides comprehensive analysis and statistics on global hunger, food insecurity, and malnutrition trends.
  • E. Darwin’s experimental garden
    Darwin’s experimental garden is the outdoor research space at Down House where Charles Darwin conducted many of his key botanical and evolutionary experiments.
  • 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 Rise and Spread of Food Production
Triple: [Guns, Germs, and Steel, partTitle, The Rise and Spread of Food Production]
Generated description
"The Rise and Spread of Food Production" is a section of Jared Diamond’s book *Guns, Germs, and Steel* that examines how the development and diffusion of agriculture transformed human societies and laid the foundations for modern civilization.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Rise and Spread of Food Production
Target entity description: "The Rise and Spread of Food Production" is a section of Jared Diamond’s book *Guns, Germs, and Steel* that examines how the development and diffusion of agriculture transformed human societies and laid the foundations for modern civilization.
  • A. 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.
  • B. Guns, Germs, and Steel chosen
    Guns, Germs, and Steel is a widely influential book by Jared Diamond that explores how geography, environment, and the distribution of domesticable plants and animals shaped the unequal development of human societies.
  • 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. State of Food Security and Nutrition in the World
    State of Food Security and Nutrition in the World is an annual flagship UN report that provides comprehensive analysis and statistics on global hunger, food insecurity, and malnutrition trends.
  • E. Darwin’s experimental garden
    Darwin’s experimental garden is the outdoor research space at Down House where Charles Darwin conducted many of his key botanical and evolutionary experiments.
  • F. None of above.

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_69a254bca59881909a15e1496f1508c7 completed Feb. 28, 2026, 2:36 a.m.
NER Named-entity recognition batch_69a260c178ac819085eb94ccaf64b780 completed Feb. 28, 2026, 3:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3161ddd388190954fd4b73b32a3b1 completed Feb. 28, 2026, 4:21 p.m.
NEDg Description generation batch_69a318fd61d0819082a19da66019b14f completed Feb. 28, 2026, 4:34 p.m.
NED2 Entity disambiguation (via description) batch_69a31950bcc88190aa30a020c23a94cf completed Feb. 28, 2026, 4:35 p.m.
Created at: Feb. 28, 2026, 2:44 a.m.