Triple

T18734066
Position Surface form Disambiguated ID Type / Status
Subject Hopkins County, Kentucky E458113 entity
Predicate hasTransportation P105 FINISHED
Object U.S. Route 41 in Kentucky
U.S. Route 41 in Kentucky is a major north–south U.S. highway that traverses western Kentucky, connecting communities such as those in Hopkins County to larger regional and interstate road networks.
E1340595 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: U.S. Route 41 in Kentucky | Statement: [Hopkins County, Kentucky, hasTransportation, U.S. Route 41 in Kentucky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: U.S. Route 41 in Kentucky
Context triple: [Hopkins County, Kentucky, hasTransportation, U.S. Route 41 in Kentucky]
  • A. U.S. Route 41 in Indiana
    U.S. Route 41 in Indiana is a major north–south federal highway traversing the state from the Kentucky border to the Michigan line, connecting cities such as Evansville, Terre Haute, and Hammond.
  • B. U.S. Route 41 in Georgia
    U.S. Route 41 in Georgia is a major north–south highway that runs from the Florida state line through cities such as Valdosta, Macon, and Atlanta before continuing into Tennessee.
  • C. U.S. Route 41 in Florida
    U.S. Route 41 in Florida is a major north–south U.S. Highway that runs from the southern tip of the state near Miami through the Everglades and several Gulf Coast cities before continuing north toward Georgia.
  • D. U.S. Route 43 in Alabama
    U.S. Route 43 in Alabama is a major north–south highway that runs through the state, connecting Mobile on the Gulf Coast with inland communities and serving as an important regional transportation corridor.
  • E. U.S. Route 31 in Indiana
    U.S. Route 31 in Indiana is a major north–south highway that connects key cities such as Indianapolis and South Bend, serving as an important regional transportation corridor.
  • 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: U.S. Route 41 in Kentucky
Triple: [Hopkins County, Kentucky, hasTransportation, U.S. Route 41 in Kentucky]
Generated description
U.S. Route 41 in Kentucky is a major north–south U.S. highway that traverses western Kentucky, connecting communities such as those in Hopkins County to larger regional and interstate road networks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: U.S. Route 41 in Kentucky
Target entity description: U.S. Route 41 in Kentucky is a major north–south U.S. highway that traverses western Kentucky, connecting communities such as those in Hopkins County to larger regional and interstate road networks.
  • A. U.S. Route 41 in Indiana
    U.S. Route 41 in Indiana is a major north–south federal highway traversing the state from the Kentucky border to the Michigan line, connecting cities such as Evansville, Terre Haute, and Hammond.
  • B. U.S. Route 41 in Georgia
    U.S. Route 41 in Georgia is a major north–south highway that runs from the Florida state line through cities such as Valdosta, Macon, and Atlanta before continuing into Tennessee.
  • C. U.S. Route 41 in Florida
    U.S. Route 41 in Florida is a major north–south U.S. Highway that runs from the southern tip of the state near Miami through the Everglades and several Gulf Coast cities before continuing north toward Georgia.
  • D. U.S. Route 43 in Alabama
    U.S. Route 43 in Alabama is a major north–south highway that runs through the state, connecting Mobile on the Gulf Coast with inland communities and serving as an important regional transportation corridor.
  • E. U.S. Route 31 in Indiana
    U.S. Route 31 in Indiana is a major north–south highway that connects key cities such as Indianapolis and South Bend, serving as an important regional transportation corridor.
  • 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_69d8d393ba9c8190a8b03b04ddbb0a09 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e56d7a06788190a8e09c657aaeb8e5 completed April 20, 2026, 12:04 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05325dbcc08190b289e2c7a6175509 completed May 14, 2026, 2:24 a.m.
NEDg Description generation batch_6a05344331fc81908d85322432c18ebe completed May 14, 2026, 2:32 a.m.
NED2 Entity disambiguation (via description) batch_6a053548c4248190833a6e57de308c83 completed May 14, 2026, 2:36 a.m.
Created at: April 10, 2026, 11:51 a.m.