Triple

T622705
Position Surface form Disambiguated ID Type / Status
Subject Front Range Urban Corridor E14547 entity
Predicate hasCity P316 FINISHED
Object Highlands Ranch
Highlands Ranch is a large, unincorporated suburban community in Douglas County, Colorado, known for its master-planned neighborhoods and proximity to Denver along the Front Range.
 E81890 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: Highlands Ranch | Statement: [Front Range Urban Corridor, hasCity, Highlands Ranch]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Highlands Ranch
Context triple: [Front Range Urban Corridor, hasCity, Highlands Ranch]
  • A. Broomfield
    Broomfield is a consolidated city and county in north-central Colorado, known for its suburban communities, tech employers, and location between Denver and Boulder along the Front Range.
  • B. Littleton
    Littleton is a suburban town in Middlesex County, Massachusetts, located northwest of Boston.
  • C. Lakewood, Colorado
    Lakewood, Colorado is a suburban city just west of Denver, known for its residential communities, retail centers, and proximity to the Rocky Mountains.
  • D. Las Colinas
    Las Colinas is a large, master-planned urban center in Irving, Texas, known for its corporate offices, upscale residential areas, and mixed-use developments within the Dallas–Fort Worth region.
  • E. Longmont
    Longmont is a mid-sized city in northern Colorado known for its proximity to the Rocky Mountains, growing tech and craft brewing scenes, and role as a residential and commercial hub along the Front Range.
  • 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: Highlands Ranch
Triple: [Front Range Urban Corridor, hasCity, Highlands Ranch]
Generated description
Highlands Ranch is a large, unincorporated suburban community in Douglas County, Colorado, known for its master-planned neighborhoods and proximity to Denver along the Front Range.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Highlands Ranch
Target entity description: Highlands Ranch is a large, unincorporated suburban community in Douglas County, Colorado, known for its master-planned neighborhoods and proximity to Denver along the Front Range.
  • A. Broomfield
    Broomfield is a consolidated city and county in north-central Colorado, known for its suburban communities, tech employers, and location between Denver and Boulder along the Front Range.
  • B. Littleton
    Littleton is a suburban town in Middlesex County, Massachusetts, located northwest of Boston.
  • C. Lakewood, Colorado
    Lakewood, Colorado is a suburban city just west of Denver, known for its residential communities, retail centers, and proximity to the Rocky Mountains.
  • D. Las Colinas
    Las Colinas is a large, master-planned urban center in Irving, Texas, known for its corporate offices, upscale residential areas, and mixed-use developments within the Dallas–Fort Worth region.
  • E. Longmont
    Longmont is a mid-sized city in northern Colorado known for its proximity to the Rocky Mountains, growing tech and craft brewing scenes, and role as a residential and commercial hub along the Front Range.
  • 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_69a4934b17c881909ace8270e8ddd202 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a49e402d9c8190936896e3ebb6edc5 completed March 1, 2026, 8:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a5914419848190bfdc565fb9a80022 completed March 2, 2026, 1:31 p.m.
NEDg Description generation batch_69a5921e700081909ffd12d1186d4395 completed March 2, 2026, 1:35 p.m.
NED2 Entity disambiguation (via description) batch_69a5927bd8508190b390136092103835 completed March 2, 2026, 1:37 p.m.
Created at: March 1, 2026, 7:35 p.m.