Triple

T5116673
Position Surface form Disambiguated ID Type / Status
Subject Newaygo County, Michigan E115351 entity
Predicate hasMajorHighway P385 FINISHED
Object M-82 (Michigan highway)
M-82 is an east–west state trunkline highway in western Michigan that serves as a key regional route through Newaygo County.
E493326 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-82 (Michigan highway) | Statement: [Newaygo County, Michigan, hasMajorHighway, M-82 (Michigan highway)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: M-82 (Michigan highway)
Context triple: [Newaygo County, Michigan, hasMajorHighway, M-82 (Michigan highway)]
  • A. M-28 (Michigan highway)
    M-28 is a major east–west state trunkline highway in Michigan’s Upper Peninsula that serves as a key route through communities such as Marquette.
  • B. 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.
  • C. M-20 (Michigan highway)
    M-20 is an east–west state trunkline highway in Michigan that runs across the central part of the Lower Peninsula, connecting communities such as Big Rapids and Mount Pleasant to US-131 and US-10.
  • D. M-21 (Michigan highway)
    M-21 is an east–west state trunkline highway in Michigan that runs through several counties, including Kent County, and serves as a key regional route connecting communities in the western part of the state.
  • 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-82 (Michigan highway)
Triple: [Newaygo County, Michigan, hasMajorHighway, M-82 (Michigan highway)]
Generated description
M-82 is an east–west state trunkline highway in western Michigan that serves as a key regional route through Newaygo County.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: M-82 (Michigan highway)
Target entity description: M-82 is an east–west state trunkline highway in western Michigan that serves as a key regional route through Newaygo County.
  • A. M-28 (Michigan highway)
    M-28 is a major east–west state trunkline highway in Michigan’s Upper Peninsula that serves as a key route through communities such as Marquette.
  • B. 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.
  • C. M-20 (Michigan highway)
    M-20 is an east–west state trunkline highway in Michigan that runs across the central part of the Lower Peninsula, connecting communities such as Big Rapids and Mount Pleasant to US-131 and US-10.
  • D. M-21 (Michigan highway)
    M-21 is an east–west state trunkline highway in Michigan that runs through several counties, including Kent County, and serves as a key regional route connecting communities in the western part of the state.
  • 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_69bd4441d1648190a54a533895041987 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd75cfa9f88190aa7dfd264e554899 completed March 20, 2026, 4:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69bebaafd674819080b751216e5b6f70 completed March 21, 2026, 3:35 p.m.
NEDg Description generation batch_69bebb27171481909492cad522ac143b completed March 21, 2026, 3:37 p.m.
NED2 Entity disambiguation (via description) batch_69bebc71065881908b27a2808fc4e630 completed March 21, 2026, 3:42 p.m.
Created at: March 20, 2026, 1:41 p.m.