Triple

T15545382
Position Surface form Disambiguated ID Type / Status
Subject APEC Policy Partnership on Food Security E370595 entity
Predicate worksOn P3 FINISHED
Object APEC food security roadmaps
APEC food security roadmaps are strategic frameworks developed within APEC to guide member economies in enhancing regional food security, agricultural sustainability, and resilient food systems.
E370595 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: APEC food security roadmaps | Statement: [APEC Policy Partnership on Food Security, worksOn, APEC food security roadmaps]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: APEC food security roadmaps
Context triple: [APEC Policy Partnership on Food Security, worksOn, APEC food security roadmaps]
  • A. APEC Policy Partnership on Food Security
    The APEC Policy Partnership on Food Security is a public–private forum within APEC that works to enhance regional food security by promoting sustainable, resilient, and inclusive food systems and trade across member economies.
  • B. 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.
  • C. OECD Co-operative Research Programme: Sustainable Agricultural and Food Systems
    The OECD Co-operative Research Programme: Sustainable Agricultural and Food Systems is an international initiative that funds and coordinates research and scientific exchanges to promote sustainability, innovation, and policy-relevant knowledge in agriculture, food systems, and natural resource management.
  • D. Voluntary Guidelines on the Right to Food
    The Voluntary Guidelines on the Right to Food are an internationally agreed set of policy recommendations that help governments realize the human right to adequate food through laws, institutions, and programs.
  • E. 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.
  • 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: APEC food security roadmaps
Triple: [APEC Policy Partnership on Food Security, worksOn, APEC food security roadmaps]
Generated description
APEC food security roadmaps are strategic frameworks developed within APEC to guide member economies in enhancing regional food security, agricultural sustainability, and resilient food systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: APEC food security roadmaps
Target entity description: APEC food security roadmaps are strategic frameworks developed within APEC to guide member economies in enhancing regional food security, agricultural sustainability, and resilient food systems.
  • A. APEC Policy Partnership on Food Security chosen
    The APEC Policy Partnership on Food Security is a public–private forum within APEC that works to enhance regional food security by promoting sustainable, resilient, and inclusive food systems and trade across member economies.
  • B. 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.
  • C. OECD Co-operative Research Programme: Sustainable Agricultural and Food Systems
    The OECD Co-operative Research Programme: Sustainable Agricultural and Food Systems is an international initiative that funds and coordinates research and scientific exchanges to promote sustainability, innovation, and policy-relevant knowledge in agriculture, food systems, and natural resource management.
  • D. Voluntary Guidelines on the Right to Food
    The Voluntary Guidelines on the Right to Food are an internationally agreed set of policy recommendations that help governments realize the human right to adequate food through laws, institutions, and programs.
  • E. 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.
  • 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_69d85cc521a08190921fb50319dddc34 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e0443410408190a249889edcd9c599 completed April 16, 2026, 2:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff455a38188190a593c70be09d6103 completed May 9, 2026, 2:31 p.m.
NEDg Description generation batch_69ff45dbc9dc8190b3cac64e4a418aa3 completed May 9, 2026, 2:34 p.m.
NED2 Entity disambiguation (via description) batch_69ff464571808190bfe7ef3a33d246f1 completed May 9, 2026, 2:35 p.m.
Created at: April 10, 2026, 4:07 a.m.