Triple

T310869
Position Surface form Disambiguated ID Type / Status
Subject U.S. Small Business Administration E7603 entity
Predicate operatesProgram P1688 FINISHED
Object Disaster Loan Program
The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
E40268 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: Disaster Loan Program | Statement: [U.S. Small Business Administration, operatesProgram, Disaster Loan Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Disaster Loan Program
Context triple: [U.S. Small Business Administration, operatesProgram, Disaster Loan Program]
  • A. Emergency Solutions Grants Program
    The Emergency Solutions Grants Program is a federal initiative that provides funding to local governments and nonprofits to prevent homelessness, support emergency shelters, and rapidly re-house individuals and families experiencing housing crises.
  • B. Homeland Security Grant Program
    The Homeland Security Grant Program is a federal funding initiative that supports state, local, tribal, and territorial efforts to prevent, protect against, mitigate, respond to, and recover from acts of terrorism and other threats.
  • C. Stafford Act
    The Stafford Act is a U.S. federal law that provides the legal framework for federal natural disaster and emergency assistance to state and local governments.
  • D. Native American CDFI Assistance Program
    The Native American CDFI Assistance Program is a federal initiative that provides financial and technical support to Native American community development financial institutions to promote economic development in Native communities.
  • E. U.S. Small Business Administration
    The U.S. Small Business Administration is a U.S. government agency that supports and promotes small businesses through loans, counseling, contracts, and innovation-focused programs.
  • 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: Disaster Loan Program
Triple: [U.S. Small Business Administration, operatesProgram, Disaster Loan Program]
Generated description
The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Disaster Loan Program
Target entity description: The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
  • A. Emergency Solutions Grants Program
    The Emergency Solutions Grants Program is a federal initiative that provides funding to local governments and nonprofits to prevent homelessness, support emergency shelters, and rapidly re-house individuals and families experiencing housing crises.
  • B. Homeland Security Grant Program
    The Homeland Security Grant Program is a federal funding initiative that supports state, local, tribal, and territorial efforts to prevent, protect against, mitigate, respond to, and recover from acts of terrorism and other threats.
  • C. Stafford Act
    The Stafford Act is a U.S. federal law that provides the legal framework for federal natural disaster and emergency assistance to state and local governments.
  • D. Native American CDFI Assistance Program
    The Native American CDFI Assistance Program is a federal initiative that provides financial and technical support to Native American community development financial institutions to promote economic development in Native communities.
  • E. U.S. Small Business Administration
    The U.S. Small Business Administration is a U.S. government agency that supports and promotes small businesses through loans, counseling, contracts, and innovation-focused programs.
  • 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_69a2e7e7af7881908890039d6be4e9b8 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ea49636c8190a69cbd951fc0a4db completed Feb. 28, 2026, 1:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3bc277528819096184b6cc6b98ae2 completed March 1, 2026, 4:10 a.m.
NEDg Description generation batch_69a3bea16ee48190a033ea3907703e40 completed March 1, 2026, 4:20 a.m.
NED2 Entity disambiguation (via description) batch_69a3befc80a8819092506dd29e18f2aa completed March 1, 2026, 4:22 a.m.
Created at: Feb. 28, 2026, 1:07 p.m.