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.