Triple

T16964634
Position Surface form Disambiguated ID Type / Status
Subject FIES E411510 entity
Predicate organizationContext P44998 FINISHED
Object FAO Voices of the Hungry project
The FAO Voices of the Hungry project is a global initiative by the Food and Agriculture Organization that measures people’s direct experiences of food insecurity through the Food Insecurity Experience Scale (FIES) to inform policies aimed at ending hunger.
E1242562 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: FAO Voices of the Hungry project | Statement: [FIES, organizationContext, FAO Voices of the Hungry project]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FAO Voices of the Hungry project
Context triple: [FIES, organizationContext, FAO Voices of the Hungry project]
  • A. 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.
  • B. 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.
  • C. FAO Medium Term Plan
    The FAO Medium Term Plan is a strategic framework that outlines the Food and Agriculture Organization’s priorities, objectives, and expected results over a multi-year period to guide its programmes and resource allocation.
  • D. FAO Strategic Framework
    The FAO Strategic Framework is the overarching long-term plan that guides the Food and Agriculture Organization’s priorities, objectives, and resource allocation to support sustainable agriculture, food security, and rural development worldwide.
  • E. FAO Programme of Work and Budget
    The FAO Programme of Work and Budget is the biennial planning and financial framework that outlines the Food and Agriculture Organization’s priorities, activities, and resource allocations for addressing global food and agriculture challenges.
  • 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: FAO Voices of the Hungry project
Triple: [FIES, organizationContext, FAO Voices of the Hungry project]
Generated description
The FAO Voices of the Hungry project is a global initiative by the Food and Agriculture Organization that measures people’s direct experiences of food insecurity through the Food Insecurity Experience Scale (FIES) to inform policies aimed at ending hunger.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FAO Voices of the Hungry project
Target entity description: The FAO Voices of the Hungry project is a global initiative by the Food and Agriculture Organization that measures people’s direct experiences of food insecurity through the Food Insecurity Experience Scale (FIES) to inform policies aimed at ending hunger.
  • A. 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.
  • B. 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.
  • C. FAO Medium Term Plan
    The FAO Medium Term Plan is a strategic framework that outlines the Food and Agriculture Organization’s priorities, objectives, and expected results over a multi-year period to guide its programmes and resource allocation.
  • D. FAO Strategic Framework
    The FAO Strategic Framework is the overarching long-term plan that guides the Food and Agriculture Organization’s priorities, objectives, and resource allocation to support sustainable agriculture, food security, and rural development worldwide.
  • E. FAO Programme of Work and Budget
    The FAO Programme of Work and Budget is the biennial planning and financial framework that outlines the Food and Agriculture Organization’s priorities, activities, and resource allocations for addressing global food and agriculture challenges.
  • 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_69d886c9c9d481909afe222093641cae completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3d0a2cda88190bd574a869f0e43e9 completed April 18, 2026, 6:42 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00d46cb56481908c2bc6648a12fbcf completed May 10, 2026, 6:54 p.m.
NEDg Description generation batch_6a00d4f1bfa48190903bedc43ed6db75 completed May 10, 2026, 6:56 p.m.
NED2 Entity disambiguation (via description) batch_6a00d59b96108190a0e55f01529a0b64 completed May 10, 2026, 6:59 p.m.
Created at: April 10, 2026, 5:31 a.m.