Triple

T3984980
Position Surface form Disambiguated ID Type / Status
Subject Gulfport, Mississippi E86848 entity
Predicate locatedInMetropolitanArea P294 FINISHED
Object Gulfport–Biloxi metropolitan area
The Gulfport–Biloxi metropolitan area is a coastal urban region in southern Mississippi centered on the cities of Gulfport and Biloxi, known for its tourism, casinos, and Gulf Coast beaches.
 E404895 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: Gulfport–Biloxi metropolitan area | Statement: [Gulfport, Mississippi, locatedInMetropolitanArea, Gulfport–Biloxi metropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Gulfport–Biloxi metropolitan area
Context triple: [Gulfport, Mississippi, locatedInMetropolitanArea, Gulfport–Biloxi metropolitan area]
  • A. Biloxi
    Biloxi is a coastal Mississippi city known for its beaches, casinos, and seafood industry along the Gulf of Mexico.
  • B. Gulfport, Mississippi
    Gulfport, Mississippi is a coastal city on the Gulf of Mexico known for its port, beaches, and role as a major urban center in southern Mississippi.
  • C. Manchester Harbor
    Manchester Harbor is a scenic coastal inlet and boating harbor in Manchester-by-the-Sea, Massachusetts, known for its sheltered waters and picturesque New England shoreline.
  • D. Shreveport–Bossier City metropolitan area
    The Shreveport–Bossier City metropolitan area is a regional urban hub in northwestern Louisiana centered on the twin cities of Shreveport and Bossier City, known for its casinos, healthcare and service industries, and role as an economic and cultural center for the Ark-La-Tex region.
  • E. Pascagoula
    Pascagoula is a coastal city in southeastern Mississippi known for its major shipbuilding industry and location along the Gulf of Mexico.
  • 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: Gulfport–Biloxi metropolitan area
Triple: [Gulfport, Mississippi, locatedInMetropolitanArea, Gulfport–Biloxi metropolitan area]
Generated description
The Gulfport–Biloxi metropolitan area is a coastal urban region in southern Mississippi centered on the cities of Gulfport and Biloxi, known for its tourism, casinos, and Gulf Coast beaches.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Gulfport–Biloxi metropolitan area
Target entity description: The Gulfport–Biloxi metropolitan area is a coastal urban region in southern Mississippi centered on the cities of Gulfport and Biloxi, known for its tourism, casinos, and Gulf Coast beaches.
  • A. Biloxi
    Biloxi is a coastal Mississippi city known for its beaches, casinos, and seafood industry along the Gulf of Mexico.
  • B. Gulfport, Mississippi
    Gulfport, Mississippi is a coastal city on the Gulf of Mexico known for its port, beaches, and role as a major urban center in southern Mississippi.
  • C. Manchester Harbor
    Manchester Harbor is a scenic coastal inlet and boating harbor in Manchester-by-the-Sea, Massachusetts, known for its sheltered waters and picturesque New England shoreline.
  • D. Shreveport–Bossier City metropolitan area
    The Shreveport–Bossier City metropolitan area is a regional urban hub in northwestern Louisiana centered on the twin cities of Shreveport and Bossier City, known for its casinos, healthcare and service industries, and role as an economic and cultural center for the Ark-La-Tex region.
  • E. Pascagoula
    Pascagoula is a coastal city in southeastern Mississippi known for its major shipbuilding industry and location along the Gulf of Mexico.
  • 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_69aed93fd9d4819085d3b2137d2346cb completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aef9dfaf28819081b547836d79b889 completed March 9, 2026, 4:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5402bbe208190947321353c309c98 completed March 14, 2026, 11:02 a.m.
NEDg Description generation batch_69b54126234c8190990cf6df84a83e92 completed March 14, 2026, 11:06 a.m.
NED2 Entity disambiguation (via description) batch_69b5458d736481908ca826fa4fd01b8c completed March 14, 2026, 11:25 a.m.
Created at: March 9, 2026, 3:33 p.m.