Triple

T5204918
Position Surface form Disambiguated ID Type / Status
Subject Jean Drèze E117485 entity
Predicate coAuthorOf P2389 FINISHED
Object Hunger and Public Action
Hunger and Public Action is an influential book on famine, food security, and social policy that applies Amartya Sen’s capabilities approach to analyze and combat hunger and deprivation.
E503368 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: Hunger and Public Action | Statement: [Jean Drèze, coAuthorOf, Hunger and Public Action]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hunger and Public Action
Context triple: [Jean Drèze, coAuthorOf, Hunger and Public Action]
  • 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. 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.
  • C. The Fears of the Rich, the Needs of the Poor
    The Fears of the Rich, the Needs of the Poor is a book by epidemiologist and public health leader William H. Foege that reflects on global health inequities and the moral imperative to address them.
  • D. Food for Progress
    Food for Progress is a U.S. Department of Agriculture program that supports agricultural development and trade in developing countries by providing commodities and financial assistance.
  • E. Hunger
    Hunger is a 2008 historical drama film directed by Steve McQueen that portrays the 1981 Irish hunger strike led by Bobby Sands in Northern Ireland’s Maze Prison.
  • 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: Hunger and Public Action
Triple: [Jean Drèze, coAuthorOf, Hunger and Public Action]
Generated description
Hunger and Public Action is an influential book on famine, food security, and social policy that applies Amartya Sen’s capabilities approach to analyze and combat hunger and deprivation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hunger and Public Action
Target entity description: Hunger and Public Action is an influential book on famine, food security, and social policy that applies Amartya Sen’s capabilities approach to analyze and combat hunger and deprivation.
  • 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. 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.
  • C. The Fears of the Rich, the Needs of the Poor
    The Fears of the Rich, the Needs of the Poor is a book by epidemiologist and public health leader William H. Foege that reflects on global health inequities and the moral imperative to address them.
  • D. Food for Progress
    Food for Progress is a U.S. Department of Agriculture program that supports agricultural development and trade in developing countries by providing commodities and financial assistance.
  • E. Hunger
    Hunger is a 2008 historical drama film directed by Steve McQueen that portrays the 1981 Irish hunger strike led by Bobby Sands in Northern Ireland’s Maze Prison.
  • 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_69bd4463dd3c81909966123f20b79d57 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd7a47c3c481909b49313f1bb0af0d completed March 20, 2026, 4:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69beefca8a1c81908eec1baa65bb06a3 completed March 21, 2026, 7:21 p.m.
NEDg Description generation batch_69bef0b1fe9c8190bfc1be621c7c1c76 completed March 21, 2026, 7:25 p.m.
NED2 Entity disambiguation (via description) batch_69bef16739148190b9700228be7d07f9 completed March 21, 2026, 7:28 p.m.
Created at: March 20, 2026, 1:47 p.m.