Triple

T14468047
Position Surface form Disambiguated ID Type / Status
Subject Michiana E358764 entity
Predicate hasMicropolitanArea P35912 FINISHED
Object Niles–Benton Harbor micropolitan area
The Niles–Benton Harbor micropolitan area is a small urban region in southwestern Michigan centered on the cities of Niles and Benton Harbor, known for its manufacturing base and proximity to Lake Michigan.
 E1101222 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: Niles–Benton Harbor micropolitan area | Statement: [Michiana, hasMicropolitanArea, Niles–Benton Harbor micropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Niles–Benton Harbor micropolitan area
Context triple: [Michiana, hasMicropolitanArea, Niles–Benton Harbor micropolitan area]
  • A. Marquette micropolitan area
    The Marquette micropolitan area is a small urban region in Michigan’s Upper Peninsula centered on the city of Marquette and its surrounding communities, serving as a local hub for education, healthcare, and commerce.
  • B. Traverse City micropolitan area
    The Traverse City micropolitan area is a U.S. Census-defined region in northwestern Michigan centered on Traverse City, encompassing surrounding communities that share its economic and social ties.
  • C. Benton Harbor–St. Joseph metropolitan area
    The Benton Harbor–St. Joseph metropolitan area is a small urban region in southwestern Michigan centered on the twin cities of Benton Harbor and St. Joseph along the shore of Lake Michigan.
  • D. Muskegon metropolitan area
    The Muskegon metropolitan area is a regional urban and economic hub in western Michigan centered on the city of Muskegon along the eastern shore of Lake Michigan.
  • E. Petoskey micropolitan area
    The Petoskey micropolitan area is a small regional population and economic center in northern Michigan anchored by the city of Petoskey and its surrounding communities.
  • 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: Niles–Benton Harbor micropolitan area
Triple: [Michiana, hasMicropolitanArea, Niles–Benton Harbor micropolitan area]
Generated description
The Niles–Benton Harbor micropolitan area is a small urban region in southwestern Michigan centered on the cities of Niles and Benton Harbor, known for its manufacturing base and proximity to Lake Michigan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Niles–Benton Harbor micropolitan area
Target entity description: The Niles–Benton Harbor micropolitan area is a small urban region in southwestern Michigan centered on the cities of Niles and Benton Harbor, known for its manufacturing base and proximity to Lake Michigan.
  • A. Marquette micropolitan area
    The Marquette micropolitan area is a small urban region in Michigan’s Upper Peninsula centered on the city of Marquette and its surrounding communities, serving as a local hub for education, healthcare, and commerce.
  • B. Traverse City micropolitan area
    The Traverse City micropolitan area is a U.S. Census-defined region in northwestern Michigan centered on Traverse City, encompassing surrounding communities that share its economic and social ties.
  • C. Benton Harbor–St. Joseph metropolitan area
    The Benton Harbor–St. Joseph metropolitan area is a small urban region in southwestern Michigan centered on the twin cities of Benton Harbor and St. Joseph along the shore of Lake Michigan.
  • D. Muskegon metropolitan area
    The Muskegon metropolitan area is a regional urban and economic hub in western Michigan centered on the city of Muskegon along the eastern shore of Lake Michigan.
  • E. Petoskey micropolitan area
    The Petoskey micropolitan area is a small regional population and economic center in northern Michigan anchored by the city of Petoskey and its surrounding communities.
  • 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_69d827966698819082e140837737501d completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de91f8613c819080424104c0b7f4c3 completed April 14, 2026, 7:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd649beec88190861abb52c5a2733e completed May 8, 2026, 4:20 a.m.
NEDg Description generation batch_69fd67b1ed2081908d3de6514078be49 completed May 8, 2026, 4:33 a.m.
NED2 Entity disambiguation (via description) batch_69fd682f28948190adc037c18c7deb93 completed May 8, 2026, 4:35 a.m.
Created at: April 10, 2026, 1:19 a.m.