Triple

T10778052
Position Surface form Disambiguated ID Type / Status
Subject Goodluck Jonathan administration in Nigeria E254245 entity
Predicate implementedPolicy P172 FINISHED
Object Agricultural Transformation Agenda
The Agricultural Transformation Agenda was a Nigerian government initiative aimed at modernizing agriculture, boosting food production, and reducing the country’s dependence on food imports through private-sector–driven reforms.
E886283 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: Agricultural Transformation Agenda | Statement: [Goodluck Jonathan administration in Nigeria, implementedPolicy, Agricultural Transformation Agenda]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Agricultural Transformation Agenda
Context triple: [Goodluck Jonathan administration in Nigeria, implementedPolicy, Agricultural Transformation Agenda]
  • A. Transforming Traditional Agriculture
    Transforming Traditional Agriculture is an influential economic study by Theodore Schultz that analyzes how to increase productivity and modernize subsistence farming in developing countries.
  • B. National e-Governance Plan in Agriculture
    The National e-Governance Plan in Agriculture is an Indian government initiative that leverages digital technologies and information systems to improve agricultural services, information delivery, and decision-making for farmers and stakeholders.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: Agricultural Transformation Agenda
Triple: [Goodluck Jonathan administration in Nigeria, implementedPolicy, Agricultural Transformation Agenda]
Generated description
The Agricultural Transformation Agenda was a Nigerian government initiative aimed at modernizing agriculture, boosting food production, and reducing the country’s dependence on food imports through private-sector–driven reforms.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Agricultural Transformation Agenda
Target entity description: The Agricultural Transformation Agenda was a Nigerian government initiative aimed at modernizing agriculture, boosting food production, and reducing the country’s dependence on food imports through private-sector–driven reforms.
  • A. Transforming Traditional Agriculture
    Transforming Traditional Agriculture is an influential economic study by Theodore Schultz that analyzes how to increase productivity and modernize subsistence farming in developing countries.
  • B. National e-Governance Plan in Agriculture
    The National e-Governance Plan in Agriculture is an Indian government initiative that leverages digital technologies and information systems to improve agricultural services, information delivery, and decision-making for farmers and stakeholders.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69d6aa609f008190a294200aefcb7bd5 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d732c18c3c819089d49e3e4585049e completed April 9, 2026, 5:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69de55e9fe2081909acbfba7a65be18e completed April 14, 2026, 2:57 p.m.
NEDg Description generation batch_69de5eacae148190b7ca2da87427572e completed April 14, 2026, 3:35 p.m.
NED2 Entity disambiguation (via description) batch_69de6397ff688190b6788489895a5360 completed April 14, 2026, 3:56 p.m.
Created at: April 8, 2026, 9:16 p.m.