Triple

T19943501
Position Surface form Disambiguated ID Type / Status
Subject Flood Insurance Rate Maps E479364 entity
Predicate alsoKnownAs P39 FINISHED
Object FIRMs
FIRMs are official maps created by the U.S. Federal Emergency Management Agency (FEMA) that delineate flood risk zones and are used to determine flood insurance requirements and premiums.
 E1403213 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: FIRMs | Statement: [Flood Insurance Rate Maps, alsoKnownAs, FIRMs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: FIRMs
Context triple: [Flood Insurance Rate Maps, alsoKnownAs, FIRMs]
  • A. Firmum
    Firmum was an important ancient town in Picenum, a region of central Italy along the Adriatic coast in the Roman era.
  • B. FIR
    FIR is the Italian Rugby Federation, the national governing body responsible for organizing and overseeing rugby union in Italy.
  • C. Firm All Stars
    Firm All Stars is a collaborative hip-hop track by the rap supergroup The Firm, showcasing its members’ lyrical skills on their album "The Firm: The Album."
  • D. FRIMS
    FRIMS is a research organization focused on advanced materials science and frontier interdisciplinary materials research.
  • E. FISC
    FISC is a specialized U.S. federal court that oversees and authorizes government requests for foreign intelligence surveillance, particularly in national security and counterterrorism cases.
  • 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: FIRMs
Triple: [Flood Insurance Rate Maps, alsoKnownAs, FIRMs]
Generated description
FIRMs are official maps created by the U.S. Federal Emergency Management Agency (FEMA) that delineate flood risk zones and are used to determine flood insurance requirements and premiums.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: FIRMs
Target entity description: FIRMs are official maps created by the U.S. Federal Emergency Management Agency (FEMA) that delineate flood risk zones and are used to determine flood insurance requirements and premiums.
  • A. Firmum
    Firmum was an important ancient town in Picenum, a region of central Italy along the Adriatic coast in the Roman era.
  • B. FIR
    FIR is the Italian Rugby Federation, the national governing body responsible for organizing and overseeing rugby union in Italy.
  • C. Firm All Stars
    Firm All Stars is a collaborative hip-hop track by the rap supergroup The Firm, showcasing its members’ lyrical skills on their album "The Firm: The Album."
  • D. FRIMS
    FRIMS is a research organization focused on advanced materials science and frontier interdisciplinary materials research.
  • E. FISC
    FISC is a specialized U.S. federal court that oversees and authorizes government requests for foreign intelligence surveillance, particularly in national security and counterterrorism cases.
  • 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_69d8e522a17c819095165d4d24939fd8 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e65a64b2788190a49c4ed40aa93b98 completed April 20, 2026, 4:55 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07f6f0c82081908dd0ba4110cec45e completed May 16, 2026, 4:47 a.m.
NEDg Description generation batch_6a07f97b5b94819087241ecc97e6583f completed May 16, 2026, 4:58 a.m.
NED2 Entity disambiguation (via description) batch_6a07f9dec2c48190bd18c2f24a87f335 completed May 16, 2026, 5 a.m.
Created at: April 10, 2026, 1:54 p.m.