Triple
T329578
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | United States Agency for International Development |
E6594
|
entity |
| Predicate | hasProgram |
P178
|
FINISHED |
| Object |
Feed the Future initiative implementation
Feed the Future initiative implementation is a U.S. government-led global hunger and food security program focused on reducing poverty, improving nutrition, and promoting sustainable agricultural growth in partner countries.
|
E6594
|
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: Feed the Future initiative implementation | Statement: [United States Agency for International Development, hasProgram, Feed the Future initiative implementation]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Feed the Future initiative implementation Context triple: [United States Agency for International Development, hasProgram, Feed the Future initiative implementation]
-
A.
United Nations Development Assistance Frameworks
United Nations Development Assistance Frameworks are strategic planning documents that outline how the United Nations system will support a country’s national development priorities over a multi-year period.
-
B.
United States federal farm programs
United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
-
C.
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.
-
D.
Expanded Programme of Technical Assistance
The Expanded Programme of Technical Assistance was an early United Nations initiative that provided technical aid and expertise to developing countries, laying groundwork for the later creation of the UN Development Programme.
-
E.
United States Agency for International Development
The United States Agency for International Development (USAID) is the primary U.S. government agency responsible for administering civilian foreign aid and development assistance 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: Feed the Future initiative implementation Triple: [United States Agency for International Development, hasProgram, Feed the Future initiative implementation]
Generated description
Feed the Future initiative implementation is a U.S. government-led global hunger and food security program focused on reducing poverty, improving nutrition, and promoting sustainable agricultural growth in partner countries.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Feed the Future initiative implementation Target entity description: Feed the Future initiative implementation is a U.S. government-led global hunger and food security program focused on reducing poverty, improving nutrition, and promoting sustainable agricultural growth in partner countries.
-
A.
United Nations Development Assistance Frameworks
United Nations Development Assistance Frameworks are strategic planning documents that outline how the United Nations system will support a country’s national development priorities over a multi-year period.
-
B.
United States federal farm programs
United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
-
C.
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.
-
D.
Expanded Programme of Technical Assistance
The Expanded Programme of Technical Assistance was an early United Nations initiative that provided technical aid and expertise to developing countries, laying groundwork for the later creation of the UN Development Programme.
-
E.
United States Agency for International Development
chosen
The United States Agency for International Development (USAID) is the primary U.S. government agency responsible for administering civilian foreign aid and development assistance 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_69a2e7933d6c8190bb2592ad13286ef2 |
completed | Feb. 28, 2026, 1:03 p.m. |
| NER | Named-entity recognition | batch_69a2eaaeb64881909c7ab9bca3378e2b |
completed | Feb. 28, 2026, 1:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a3cfef5f4c8190a9c0e14a5a501237 |
completed | March 1, 2026, 5:34 a.m. |
| NEDg | Description generation | batch_69a3d068ea8c81908851444ca70a64b4 |
completed | March 1, 2026, 5:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a3d0eb96748190aa8c47736820387c |
completed | March 1, 2026, 5:38 a.m. |
Created at: Feb. 28, 2026, 1:08 p.m.