Triple

T11945825
Position Surface form Disambiguated ID Type / Status
Subject Hattiesburg Zoo E284294 entity
Predicate regionServed P82 FINISHED
Object Hattiesburg metropolitan area
The Hattiesburg metropolitan area is a regional urban hub in southern Mississippi centered on the city of Hattiesburg and its surrounding communities.
E998107 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: Hattiesburg metropolitan area | Statement: [Hattiesburg Zoo, regionServed, Hattiesburg metropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hattiesburg metropolitan area
Context triple: [Hattiesburg Zoo, regionServed, Hattiesburg metropolitan area]
  • A. Hattiesburg, Mississippi
    Hattiesburg, Mississippi is a mid-sized city in southern Mississippi known as a regional hub for education, healthcare, and transportation, home to the University of Southern Mississippi and a historic downtown.
  • B. 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.
  • C. 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.
  • D. Jackson, MS Metropolitan Statistical Area
    The Jackson, MS Metropolitan Statistical Area is a U.S. Census-defined region centered on Jackson, Mississippi, encompassing the city and its surrounding counties as a single economic and population hub.
  • E. Starkville micropolitan area
    The Starkville micropolitan area is a small urban region in northeastern Mississippi centered on the city of Starkville and its surrounding communities, often associated with Mississippi State University and its local economy.
  • 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: Hattiesburg metropolitan area
Triple: [Hattiesburg Zoo, regionServed, Hattiesburg metropolitan area]
Generated description
The Hattiesburg metropolitan area is a regional urban hub in southern Mississippi centered on the city of Hattiesburg and its surrounding communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hattiesburg metropolitan area
Target entity description: The Hattiesburg metropolitan area is a regional urban hub in southern Mississippi centered on the city of Hattiesburg and its surrounding communities.
  • A. Hattiesburg, Mississippi
    Hattiesburg, Mississippi is a mid-sized city in southern Mississippi known as a regional hub for education, healthcare, and transportation, home to the University of Southern Mississippi and a historic downtown.
  • B. 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.
  • C. 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.
  • D. Jackson, MS Metropolitan Statistical Area
    The Jackson, MS Metropolitan Statistical Area is a U.S. Census-defined region centered on Jackson, Mississippi, encompassing the city and its surrounding counties as a single economic and population hub.
  • E. Starkville micropolitan area
    The Starkville micropolitan area is a small urban region in northeastern Mississippi centered on the city of Starkville and its surrounding communities, often associated with Mississippi State University and its local economy.
  • 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_69d6ab2db38c8190b1f0ed6663ef8ada completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903456ec0819082b8b10755a6b732 completed April 10, 2026, 2:03 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6717c2d848190b702470e6bcead2d completed May 2, 2026, 9:49 p.m.
NEDg Description generation batch_69f675bd9e2c8190920e286cc07b7e46 completed May 2, 2026, 10:07 p.m.
NED2 Entity disambiguation (via description) batch_69f6768236748190928aa8b8f500b49d completed May 2, 2026, 10:11 p.m.
Created at: April 8, 2026, 9:45 p.m.