Triple

T19412876
Position Surface form Disambiguated ID Type / Status
Subject Kalamazoo, Michigan E485632 entity
Predicate hasMajorHighway P385 FINISHED
Object Michigan State Highway 96
Michigan State Highway 96 is a state trunkline highway in Michigan that serves as a key east–west transportation route connecting several communities in the southwestern part of the state.
E1398685 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: Michigan State Highway 96 | Statement: [Kalamazoo, Michigan, hasMajorHighway, Michigan State Highway 96]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Michigan State Highway 96
Context triple: [Kalamazoo, Michigan, hasMajorHighway, Michigan State Highway 96]
  • A. Michigan State Highway 106
    Michigan State Highway 106 is a state trunkline route in Michigan that primarily serves the Jackson County area, connecting local communities and providing regional access.
  • B. Michigan State Highway 196
    Michigan State Highway 196 is a state trunkline route in western Michigan that serves as a key connector between the city of Holland and other regional destinations.
  • C. Michigan State Highway 55
    Michigan State Highway 55 is an east–west state trunkline highway in Michigan’s Lower Peninsula that connects several communities, including passing through Cadillac.
  • D. Michigan State Highway 72
    Michigan State Highway 72 is an east–west state trunkline highway in northern Michigan that connects several communities across the Lower Peninsula.
  • E. Michigan State Highway 115
    Michigan State Highway 115 is a state trunkline highway in Michigan that runs through the northwestern Lower Peninsula, connecting several rural communities and serving as a regional route near Cadillac.
  • 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: Michigan State Highway 96
Triple: [Kalamazoo, Michigan, hasMajorHighway, Michigan State Highway 96]
Generated description
Michigan State Highway 96 is a state trunkline highway in Michigan that serves as a key east–west transportation route connecting several communities in the southwestern part of the state.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Michigan State Highway 96
Target entity description: Michigan State Highway 96 is a state trunkline highway in Michigan that serves as a key east–west transportation route connecting several communities in the southwestern part of the state.
  • A. Michigan State Highway 106
    Michigan State Highway 106 is a state trunkline route in Michigan that primarily serves the Jackson County area, connecting local communities and providing regional access.
  • B. Michigan State Highway 196
    Michigan State Highway 196 is a state trunkline route in western Michigan that serves as a key connector between the city of Holland and other regional destinations.
  • C. Michigan State Highway 55
    Michigan State Highway 55 is an east–west state trunkline highway in Michigan’s Lower Peninsula that connects several communities, including passing through Cadillac.
  • D. Michigan State Highway 72
    Michigan State Highway 72 is an east–west state trunkline highway in northern Michigan that connects several communities across the Lower Peninsula.
  • E. Michigan State Highway 115
    Michigan State Highway 115 is a state trunkline highway in Michigan that runs through the northwestern Lower Peninsula, connecting several rural communities and serving as a regional route near Cadillac.
  • 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_69d8e8d5162481909db12435d9535c1a completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e62af77eb481909fcfb6cdde1e8580 completed April 20, 2026, 1:32 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07d4212b448190952cbd0e9772f115 completed May 16, 2026, 2:19 a.m.
NEDg Description generation batch_6a07d78536a48190b70aa3d14c9f0085 completed May 16, 2026, 2:33 a.m.
NED2 Entity disambiguation (via description) batch_6a07d7ec4fb08190a2a45fe9e2113699 completed May 16, 2026, 2:35 a.m.
Created at: April 10, 2026, 1:37 p.m.