Triple

T7475053
Position Surface form Disambiguated ID Type / Status
Subject Republic, Michigan E176608 entity
Predicate transportation P230 FINISHED
Object M-95 (Michigan highway)
M-95 is a north–south state trunkline highway in Michigan’s Upper Peninsula that connects the Republic area with other regional communities and major routes.
E667628 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: M-95 (Michigan highway) | Statement: [Republic, Michigan, transportation, M-95 (Michigan highway)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: M-95 (Michigan highway)
Context triple: [Republic, Michigan, transportation, M-95 (Michigan highway)]
  • A. M-96 (Michigan highway)
    M-96 is a state trunkline highway in Michigan that runs through southwestern parts of the state, including Kalamazoo County, serving as a regional connector route.
  • B. M-59 (Michigan highway)
    M-59 is a major east–west state trunkline highway in Michigan that serves as a key transportation corridor through the northern suburbs of the Detroit metropolitan area.
  • C. M-50 (Michigan highway)
    M-50 is a state trunkline highway in Michigan that runs generally east–west across the southern part of the Lower Peninsula, connecting several communities and serving as a regional transportation route.
  • D. M-89 (Michigan highway)
    M-89 is an east–west state trunkline highway in southwestern Michigan that connects several small communities between the Allegan and Battle Creek areas, including a segment through Kalamazoo County.
  • E. M-44 (Michigan highway)
    M-44 is a state trunkline highway in western Michigan that serves as a key commuter and commercial route connecting Grand Rapids with its northeastern suburbs and 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: M-95 (Michigan highway)
Triple: [Republic, Michigan, transportation, M-95 (Michigan highway)]
Generated description
M-95 is a north–south state trunkline highway in Michigan’s Upper Peninsula that connects the Republic area with other regional communities and major routes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: M-95 (Michigan highway)
Target entity description: M-95 is a north–south state trunkline highway in Michigan’s Upper Peninsula that connects the Republic area with other regional communities and major routes.
  • A. M-96 (Michigan highway)
    M-96 is a state trunkline highway in Michigan that runs through southwestern parts of the state, including Kalamazoo County, serving as a regional connector route.
  • B. M-59 (Michigan highway)
    M-59 is a major east–west state trunkline highway in Michigan that serves as a key transportation corridor through the northern suburbs of the Detroit metropolitan area.
  • C. M-50 (Michigan highway)
    M-50 is a state trunkline highway in Michigan that runs generally east–west across the southern part of the Lower Peninsula, connecting several communities and serving as a regional transportation route.
  • D. M-89 (Michigan highway)
    M-89 is an east–west state trunkline highway in southwestern Michigan that connects several small communities between the Allegan and Battle Creek areas, including a segment through Kalamazoo County.
  • E. M-44 (Michigan highway)
    M-44 is a state trunkline highway in western Michigan that serves as a key commuter and commercial route connecting Grand Rapids with its northeastern suburbs and 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_69c69f236ce08190a04d7679f03b29b2 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f41951348190a740b3957a73f825 completed March 27, 2026, 9:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8348561448190add358da0845fbee completed March 28, 2026, 8:05 p.m.
NEDg Description generation batch_69c83544c524819094d013affc03ff62 completed March 28, 2026, 8:08 p.m.
NED2 Entity disambiguation (via description) batch_69c835ea13c88190b7423c6c7bdae983 completed March 28, 2026, 8:11 p.m.
Created at: March 27, 2026, 3:41 p.m.