Triple

T3280075
Position Surface form Disambiguated ID Type / Status
Subject Foreign Assistance Act of 1961 E68850 entity
Predicate includesTitle P3254 FINISHED
Object Title II – Development Assistance
Title II – Development Assistance is a section of U.S. foreign aid law that authorizes and governs long-term economic development and humanitarian assistance programs in developing countries.
 E343870 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: Title II – Development Assistance | Statement: [Foreign Assistance Act of 1961, includesTitle, Title II – Development Assistance]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Title II – Development Assistance
Context triple: [Foreign Assistance Act of 1961, includesTitle, Title II – Development Assistance]
  • A. Title II
    Title II is the section of the Americans with Disabilities Act that prohibits disability-based discrimination by state and local governments and requires equal access to their programs, services, and activities.
  • B. Title II
    Title II is the section of the Economic Opportunity Act of 1964 that established and funded the federal Head Start early childhood education program for low-income children.
  • C. Title II
    Title II is a major federal education funding program that supports improving teacher quality and professional development in K–12 schools across the United States.
  • D. 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.
  • E. Title II Role of Public Programs
    Title II Role of Public Programs is a section of the Affordable Care Act that focuses on expanding and coordinating public health insurance programs like Medicaid and CHIP to improve coverage and access to care.
  • 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: Title II – Development Assistance
Triple: [Foreign Assistance Act of 1961, includesTitle, Title II – Development Assistance]
Generated description
Title II – Development Assistance is a section of U.S. foreign aid law that authorizes and governs long-term economic development and humanitarian assistance programs in developing countries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Title II – Development Assistance
Target entity description: Title II – Development Assistance is a section of U.S. foreign aid law that authorizes and governs long-term economic development and humanitarian assistance programs in developing countries.
  • A. Title II
    Title II is the section of the Americans with Disabilities Act that prohibits disability-based discrimination by state and local governments and requires equal access to their programs, services, and activities.
  • B. Title II
    Title II is the section of the Economic Opportunity Act of 1964 that established and funded the federal Head Start early childhood education program for low-income children.
  • C. Title II
    Title II is a major federal education funding program that supports improving teacher quality and professional development in K–12 schools across the United States.
  • D. 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.
  • E. Title II Role of Public Programs
    Title II Role of Public Programs is a section of the Affordable Care Act that focuses on expanding and coordinating public health insurance programs like Medicaid and CHIP to improve coverage and access to care.
  • 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_69ad859c463481909ca4be267336c290 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb0166c8c81909cb0a580ef319be3 completed March 8, 2026, 5:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69b2e851d2bc8190ba887cd1c81c880d completed March 12, 2026, 4:22 p.m.
NEDg Description generation batch_69b2e8e42ecc8190b81d1b64f9fba0c1 completed March 12, 2026, 4:25 p.m.
NED2 Entity disambiguation (via description) batch_69b2e954ec18819096f31feb9e985b6a completed March 12, 2026, 4:27 p.m.
Created at: March 8, 2026, 3:10 p.m.