Triple

T5817884
Position Surface form Disambiguated ID Type / Status
Subject Economic Development Administration E129030 entity
Predicate program P804 FINISHED
Object Research and National Technical Assistance program
The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
E548102 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: Research and National Technical Assistance program | Statement: [Economic Development Administration, program, Research and National Technical Assistance program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Research and National Technical Assistance program
Context triple: [Economic Development Administration, program, Research and National Technical Assistance program]
  • A. 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.
  • B. Research and Special Programs Administration
    The Research and Special Programs Administration was a former agency within the U.S. Department of Transportation responsible for overseeing pipeline safety, hazardous materials transportation, and transportation research before its functions were reorganized into successor agencies.
  • C. National Emphasis Programs
    National Emphasis Programs are targeted OSHA enforcement initiatives that focus inspection and compliance efforts on specific high-hazard industries, processes, or safety and health issues.
  • D. Specific International Programme to Support Capacity-Building and Technical Assistance
    The Specific International Programme to Support Capacity-Building and Technical Assistance is a funding mechanism that helps countries, particularly developing nations and those with economies in transition, strengthen their institutional and technical capacity to implement the Minamata Convention on Mercury.
  • E. National Academy Program
    The National Academy Program is an elite professional development course for law enforcement leaders, providing advanced training in areas such as leadership, forensics, and criminal justice.
  • 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: Research and National Technical Assistance program
Triple: [Economic Development Administration, program, Research and National Technical Assistance program]
Generated description
The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Research and National Technical Assistance program
Target entity description: The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
  • A. 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.
  • B. Research and Special Programs Administration
    The Research and Special Programs Administration was a former agency within the U.S. Department of Transportation responsible for overseeing pipeline safety, hazardous materials transportation, and transportation research before its functions were reorganized into successor agencies.
  • C. National Emphasis Programs
    National Emphasis Programs are targeted OSHA enforcement initiatives that focus inspection and compliance efforts on specific high-hazard industries, processes, or safety and health issues.
  • D. Specific International Programme to Support Capacity-Building and Technical Assistance
    The Specific International Programme to Support Capacity-Building and Technical Assistance is a funding mechanism that helps countries, particularly developing nations and those with economies in transition, strengthen their institutional and technical capacity to implement the Minamata Convention on Mercury.
  • E. National Academy Program
    The National Academy Program is an elite professional development course for law enforcement leaders, providing advanced training in areas such as leadership, forensics, and criminal justice.
  • 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_69c0084869e881908d7859492183ca7b completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c033e36cbc81908f1ef1a1a310674c completed March 22, 2026, 6:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0985399488190bcab9702e3b88539 completed March 23, 2026, 1:33 a.m.
NEDg Description generation batch_69c0990d00e88190b9f2b34a8cedda3a completed March 23, 2026, 1:36 a.m.
NED2 Entity disambiguation (via description) batch_69c099770ca88190a91815ec055f6df8 completed March 23, 2026, 1:37 a.m.
Created at: March 22, 2026, 3:53 p.m.