Triple

T542743
Position Surface form Disambiguated ID Type / Status
Subject Bill & Melinda Gates Foundation E12665 entity
Predicate notableProgram P4 FINISHED
Object Global Development Program
The Global Development Program is a major initiative of the Bill & Melinda Gates Foundation focused on reducing poverty and improving health and economic opportunities in low- and middle-income countries.
E68097 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: Global Development Program | Statement: [Bill & Melinda Gates Foundation, notableProgram, Global Development Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Global Development Program
Context triple: [Bill & Melinda Gates Foundation, notableProgram, Global Development Program]
  • A. Global Development and Population Program
    The Global Development and Population Program is a Hewlett Foundation initiative that supports evidence-based policies and organizations working to reduce poverty, improve governance, and advance reproductive health and rights worldwide.
  • B. Global Health Program
    The Global Health Program is a Council on Foreign Relations initiative that analyzes and informs policy on international health challenges and their implications for U.S. foreign policy and global security.
  • C. United Nations development system
    The United Nations development system is the network of UN funds, programs, specialized agencies, and regional commissions that work together to support sustainable development and poverty reduction worldwide.
  • D. Millennium Development Goals
    The Millennium Development Goals were a set of eight global targets adopted by the United Nations in 2000 to address extreme poverty, health, education, gender equality, and environmental sustainability by 2015.
  • E. United Nations Development Programme
    The United Nations Development Programme is the UN’s global development agency that works to eradicate poverty, reduce inequalities, and support sustainable development in countries 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: Global Development Program
Triple: [Bill & Melinda Gates Foundation, notableProgram, Global Development Program]
Generated description
The Global Development Program is a major initiative of the Bill & Melinda Gates Foundation focused on reducing poverty and improving health and economic opportunities in low- and middle-income countries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Global Development Program
Target entity description: The Global Development Program is a major initiative of the Bill & Melinda Gates Foundation focused on reducing poverty and improving health and economic opportunities in low- and middle-income countries.
  • A. Global Development and Population Program
    The Global Development and Population Program is a Hewlett Foundation initiative that supports evidence-based policies and organizations working to reduce poverty, improve governance, and advance reproductive health and rights worldwide.
  • B. Global Health Program
    The Global Health Program is a Council on Foreign Relations initiative that analyzes and informs policy on international health challenges and their implications for U.S. foreign policy and global security.
  • C. United Nations development system
    The United Nations development system is the network of UN funds, programs, specialized agencies, and regional commissions that work together to support sustainable development and poverty reduction worldwide.
  • D. Millennium Development Goals
    The Millennium Development Goals were a set of eight global targets adopted by the United Nations in 2000 to address extreme poverty, health, education, gender equality, and environmental sustainability by 2015.
  • E. United Nations Development Programme
    The United Nations Development Programme is the UN’s global development agency that works to eradicate poverty, reduce inequalities, and support sustainable development in countries worldwide.
  • 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_69a49334226c81908b0ea1689ef6aa3f completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4986250508190ac91cfdf7d57073d completed March 1, 2026, 7:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4cc5d690881908742b313f28a0012 completed March 1, 2026, 11:31 p.m.
NEDg Description generation batch_69a4cea9d11881908f4bac61c7e63e82 completed March 1, 2026, 11:41 p.m.
NED2 Entity disambiguation (via description) batch_69a4cf5649588190949250ee800d921f completed March 1, 2026, 11:44 p.m.
Created at: March 1, 2026, 7:32 p.m.