Triple

T6326780
Position Surface form Disambiguated ID Type / Status
Subject Post-Katrina Emergency Management Reform Act of 2006 E141880 entity
Predicate relatedTo P37 FINISHED
Object Federal Emergency Management Agency Reform
Federal Emergency Management Agency Reform refers to the broad set of structural, policy, and operational changes implemented to improve FEMA’s disaster preparedness, response, and recovery capabilities, particularly in the wake of failures exposed 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: Federal Emergency Management Agency Reform | Statement: [Post-Katrina Emergency Management Reform Act of 2006, relatedTo, Federal Emergency Management Agency Reform]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Federal Emergency Management Agency Reform
Context triple: [Post-Katrina Emergency Management Reform Act of 2006, relatedTo, Federal Emergency Management Agency Reform]
  • A. 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.
  • B. 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.
  • C. Federal Emergency Management Agency floodplain mapping program
    The Federal Emergency Management Agency floodplain mapping program is a federal initiative that produces and updates detailed flood hazard maps used to assess flood risk, guide land-use planning, and support the National Flood Insurance Program.
  • D. Emergency Alert System in the United States
    The Emergency Alert System in the United States is a national public warning system that enables authorities to quickly broadcast urgent alerts over television, radio, and other communication channels during emergencies such as natural disasters, threats to public safety, or national crises.
  • E. National Disaster Recovery Framework
    The National Disaster Recovery Framework is a U.S. guidance document that outlines principles, roles, and coordinating structures to support effective, collaborative recovery from major disasters and emergencies.
  • 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: Federal Emergency Management Agency Reform
Triple: [Post-Katrina Emergency Management Reform Act of 2006, relatedTo, Federal Emergency Management Agency Reform]
Generated description
Federal Emergency Management Agency Reform refers to the broad set of structural, policy, and operational changes implemented to improve FEMA’s disaster preparedness, response, and recovery capabilities, particularly in the wake of failures exposed by Hurricane Katrina.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Federal Emergency Management Agency Reform
Target entity description: Federal Emergency Management Agency Reform refers to the broad set of structural, policy, and operational changes implemented to improve FEMA’s disaster preparedness, response, and recovery capabilities, particularly in the wake of failures exposed by Hurricane Katrina.
  • A. 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.
  • B. Post-Katrina Emergency Management Reform Act of 2006 chosen
    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.
  • C. Federal Emergency Management Agency floodplain mapping program
    The Federal Emergency Management Agency floodplain mapping program is a federal initiative that produces and updates detailed flood hazard maps used to assess flood risk, guide land-use planning, and support the National Flood Insurance Program.
  • D. Emergency Alert System in the United States
    The Emergency Alert System in the United States is a national public warning system that enables authorities to quickly broadcast urgent alerts over television, radio, and other communication channels during emergencies such as natural disasters, threats to public safety, or national crises.
  • E. National Disaster Recovery Framework
    The National Disaster Recovery Framework is a U.S. guidance document that outlines principles, roles, and coordinating structures to support effective, collaborative recovery from major disasters and emergencies.
  • F. None of above.

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_69c008d201748190917e69c41ba3f978 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c064e833a0819096000b47e776949d completed March 22, 2026, 9:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69c60410223081908c1cf3663d4b14c0 completed March 27, 2026, 4:14 a.m.
NEDg Description generation batch_69c60626724881908e6270c2d3652c16 completed March 27, 2026, 4:23 a.m.
NED2 Entity disambiguation (via description) batch_69c606bd2228819082fcb63493664927 completed March 27, 2026, 4:25 a.m.
Created at: March 22, 2026, 4:29 p.m.