Triple

T4892914
Position Surface form Disambiguated ID Type / Status
Subject National Flood Insurance Program E109605 entity
Predicate relatedTo P37 FINISHED
Object 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.
E479367 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 floodplain mapping program | Statement: [National Flood Insurance Program, relatedTo, Federal Emergency Management Agency floodplain mapping program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Federal Emergency Management Agency floodplain mapping program
Context triple: [National Flood Insurance Program, relatedTo, Federal Emergency Management Agency floodplain mapping program]
  • A. National Flood Insurance Program
    The National Flood Insurance Program is a U.S. government initiative that provides flood insurance to property owners and encourages communities to adopt and enforce floodplain management regulations to reduce flood risk.
  • B. Hazard Mitigation Grant Program
    The Hazard Mitigation Grant Program is a U.S. federal program that provides funding to state, local, tribal, and territorial governments to implement long-term measures that reduce the risk of future disasters.
  • 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. National Water Information System
    The National Water Information System is a comprehensive U.S. database and platform that provides access to nationwide water resources data, including streamflow, groundwater levels, water quality, and water use.
  • E. USGS Water Resources Mission Area
    The USGS Water Resources Mission Area is a division of the U.S. Geological Survey responsible for assessing, monitoring, and researching the nation’s water resources to support science-based management and policy.
  • 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 floodplain mapping program
Triple: [National Flood Insurance Program, relatedTo, Federal Emergency Management Agency floodplain mapping program]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Federal Emergency Management Agency floodplain mapping program
Target entity description: 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.
  • A. National Flood Insurance Program
    The National Flood Insurance Program is a U.S. government initiative that provides flood insurance to property owners and encourages communities to adopt and enforce floodplain management regulations to reduce flood risk.
  • B. Hazard Mitigation Grant Program
    The Hazard Mitigation Grant Program is a U.S. federal program that provides funding to state, local, tribal, and territorial governments to implement long-term measures that reduce the risk of future disasters.
  • 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. National Water Information System
    The National Water Information System is a comprehensive U.S. database and platform that provides access to nationwide water resources data, including streamflow, groundwater levels, water quality, and water use.
  • E. USGS Water Resources Mission Area
    The USGS Water Resources Mission Area is a division of the U.S. Geological Survey responsible for assessing, monitoring, and researching the nation’s water resources to support science-based management and policy.
  • 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_69bd4410bbf88190aad50d2451c863d6 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6e257b0481909fd60eb29351b6d8 completed March 20, 2026, 3:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69be6fc2f00881908cae1e68df2019e3 completed March 21, 2026, 10:15 a.m.
NEDg Description generation batch_69be719fca14819088006bfa592ae5d3 completed March 21, 2026, 10:23 a.m.
NED2 Entity disambiguation (via description) batch_69be720c2ca88190beed1944a7063197 completed March 21, 2026, 10:25 a.m.
Created at: March 20, 2026, 1:28 p.m.