Triple

T19943639
Position Surface form Disambiguated ID Type / Status
Subject Federal Emergency Management Agency floodplain mapping program E479367 entity
Predicate relatedTo P37 FINISHED
Object FEMA Risk Mapping, Assessment, and Planning program — NE NERFINISHED

How this triple was built (2 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: FEMA Risk Mapping, Assessment, and Planning program | Statement: [Federal Emergency Management Agency floodplain mapping program, relatedTo, FEMA Risk Mapping, Assessment, and Planning program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: FEMA Risk Mapping, Assessment, and Planning program
Context triple: [Federal Emergency Management Agency floodplain mapping program, relatedTo, FEMA Risk Mapping, Assessment, and Planning program]
  • A. Federal Emergency Management Agency floodplain mapping program chosen
    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.
  • B. Risk and Recovery Mapping
    Risk and Recovery Mapping is a Copernicus Emergency Management Service component that provides geospatial analyses and mapping to support disaster risk assessment, preparedness, and post-event recovery planning.
  • C. FEMA 1999
    FEMA 1999 is an Indian law that regulates foreign exchange transactions and external trade to facilitate orderly development and maintenance of the country’s foreign exchange market.
  • D. Flood Insurance Rate Maps
    Flood Insurance Rate Maps are official maps created by the U.S. Federal Emergency Management Agency that delineate flood risk zones and guide floodplain management and insurance requirements.
  • E. Hurricane and Storm Damage Risk Reduction System program
    The Hurricane and Storm Damage Risk Reduction System program is a U.S. Army Corps of Engineers initiative designed to strengthen and modernize flood and storm surge defenses in the New Orleans region following Hurricane Katrina.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69d8e522a17c819095165d4d24939fd8 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e65a64b2788190a49c4ed40aa93b98 completed April 20, 2026, 4:55 p.m.
Created at: April 10, 2026, 1:54 p.m.