Triple

T1248601
Position Surface form Disambiguated ID Type / Status
Subject Stafford Act E26822 entity
Predicate relatedTo P37 FINISHED
Object Post-Katrina Emergency Management Reform Act of 2006
The Post-Katrina Emergency Management Reform Act of 2006 is a U.S. federal law that overhauled and strengthened FEMA and the nation’s emergency management system in response to the failures revealed by Hurricane Katrina.
E141880 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: Post-Katrina Emergency Management Reform Act of 2006 | Statement: [Stafford Act, relatedTo, Post-Katrina Emergency Management Reform Act of 2006]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Post-Katrina Emergency Management Reform Act of 2006
Context triple: [Stafford Act, relatedTo, Post-Katrina Emergency Management Reform Act of 2006]
  • A. National Emergencies Act
    The National Emergencies Act is a U.S. federal law that regulates the president’s power to declare and manage national emergencies by establishing formal procedures, limits, and congressional oversight.
  • B. Housing and Economic Recovery Act of 2008
    The Housing and Economic Recovery Act of 2008 is a major U.S. federal law enacted in response to the subprime mortgage crisis to stabilize the housing market, reform mortgage finance regulation, and support distressed homeowners and communities.
  • C. United States emergency management system
    The United States emergency management system is the nationwide framework of agencies, policies, and procedures responsible for preparing for, responding to, and recovering from natural disasters, technological incidents, and national security emergencies.
  • D. Homeland Security Act of 2002
    The Homeland Security Act of 2002 is a U.S. federal law that reorganized and consolidated numerous government agencies to create the Department of Homeland Security in response to the September 11, 2001 terrorist attacks.
  • E. 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.
  • 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: Post-Katrina Emergency Management Reform Act of 2006
Triple: [Stafford Act, relatedTo, Post-Katrina Emergency Management Reform Act of 2006]
Generated description
The Post-Katrina Emergency Management Reform Act of 2006 is a U.S. federal law that overhauled and strengthened FEMA and the nation’s emergency management system in response to the failures revealed by Hurricane Katrina.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Post-Katrina Emergency Management Reform Act of 2006
Target entity description: The Post-Katrina Emergency Management Reform Act of 2006 is a U.S. federal law that overhauled and strengthened FEMA and the nation’s emergency management system in response to the failures revealed by Hurricane Katrina.
  • A. National Emergencies Act
    The National Emergencies Act is a U.S. federal law that regulates the president’s power to declare and manage national emergencies by establishing formal procedures, limits, and congressional oversight.
  • B. Housing and Economic Recovery Act of 2008
    The Housing and Economic Recovery Act of 2008 is a major U.S. federal law enacted in response to the subprime mortgage crisis to stabilize the housing market, reform mortgage finance regulation, and support distressed homeowners and communities.
  • C. United States emergency management system
    The United States emergency management system is the nationwide framework of agencies, policies, and procedures responsible for preparing for, responding to, and recovering from natural disasters, technological incidents, and national security emergencies.
  • D. Homeland Security Act of 2002
    The Homeland Security Act of 2002 is a U.S. federal law that reorganized and consolidated numerous government agencies to create the Department of Homeland Security in response to the September 11, 2001 terrorist attacks.
  • E. 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.
  • 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_69a49487a9c48190ba9b05348fd1b53f completed March 1, 2026, 7:33 p.m.
NER Named-entity recognition batch_69a4bf827e088190a16d845cea14f2c9 completed March 1, 2026, 10:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac8f7f59148190a9f1cbd4af8a115e completed March 7, 2026, 8:50 p.m.
NEDg Description generation batch_69ac8ff7ae0c81908ca8ace1f4159383 completed March 7, 2026, 8:52 p.m.
NED2 Entity disambiguation (via description) batch_69ac905e121c819093c9d960b53a45b7 completed March 7, 2026, 8:53 p.m.
Created at: March 1, 2026, 7:47 p.m.