Triple

T8571901
Position Surface form Disambiguated ID Type / Status
Subject Little Elm, Texas E202944 entity
Predicate partOf P40 FINISHED
Object Denton County, Texas metropolitan area
The Denton County, Texas metropolitan area is a rapidly growing suburban region in North Texas that includes cities and towns such as Little Elm and forms part of the greater Dallas–Fort Worth metroplex.
 E15938 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: Denton County, Texas metropolitan area | Statement: [Little Elm, Texas, partOf, Denton County, Texas metropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Denton County, Texas metropolitan area
Context triple: [Little Elm, Texas, partOf, Denton County, Texas metropolitan area]
  • A. Denton County, Texas
    Denton County, Texas is a rapidly growing county in the Dallas–Fort Worth metropolitan area known for its suburban communities, higher education institutions, and proximity to major urban centers.
  • B. Hidalgo County metropolitan area
    The Hidalgo County metropolitan area is a South Texas urban region centered around cities like McAllen, Edinburg, and Pharr, forming a major population and economic hub in the Rio Grande Valley along the U.S.–Mexico border.
  • C. Collin County, Texas
    Collin County, Texas is a rapidly growing suburban county in the Dallas–Fort Worth metropolitan area known for its affluent communities, strong school districts, and major corporate presence.
  • D. Tarrant County, Texas
    Tarrant County, Texas is a major urban county in North Texas that includes the city of Fort Worth and forms part of the Dallas–Fort Worth metropolitan area.
  • E. Rockwall County, Texas
    Rockwall County, Texas is a small, rapidly growing suburban county in the Dallas–Fort Worth metropolitan area known for being the smallest county by land area in the state.
  • 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: Denton County, Texas metropolitan area
Triple: [Little Elm, Texas, partOf, Denton County, Texas metropolitan area]
Generated description
The Denton County, Texas metropolitan area is a rapidly growing suburban region in North Texas that includes cities and towns such as Little Elm and forms part of the greater Dallas–Fort Worth metroplex.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Denton County, Texas metropolitan area
Target entity description: The Denton County, Texas metropolitan area is a rapidly growing suburban region in North Texas that includes cities and towns such as Little Elm and forms part of the greater Dallas–Fort Worth metroplex.
  • A. Denton County, Texas chosen
    Denton County, Texas is a rapidly growing county in the Dallas–Fort Worth metropolitan area known for its suburban communities, higher education institutions, and proximity to major urban centers.
  • B. Hidalgo County metropolitan area
    The Hidalgo County metropolitan area is a South Texas urban region centered around cities like McAllen, Edinburg, and Pharr, forming a major population and economic hub in the Rio Grande Valley along the U.S.–Mexico border.
  • C. Collin County, Texas
    Collin County, Texas is a rapidly growing suburban county in the Dallas–Fort Worth metropolitan area known for its affluent communities, strong school districts, and major corporate presence.
  • D. Tarrant County, Texas
    Tarrant County, Texas is a major urban county in North Texas that includes the city of Fort Worth and forms part of the Dallas–Fort Worth metropolitan area.
  • E. Rockwall County, Texas
    Rockwall County, Texas is a small, rapidly growing suburban county in the Dallas–Fort Worth metropolitan area known for being the smallest county by land area in the state.
  • F. None of above.

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_69ca8327b0a881908606ff860713964d completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbea43843c8190ac2224d427bb7a75 completed March 31, 2026, 3:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce8983bd3c819094457b5160bc928d completed April 2, 2026, 3:21 p.m.
NEDg Description generation batch_69ce8ac1dba48190bbad47a762130aab completed April 2, 2026, 3:26 p.m.
NED2 Entity disambiguation (via description) batch_69ce8eae70008190b2c7bbe4ce8d4c0a completed April 2, 2026, 3:43 p.m.
Created at: March 30, 2026, 6:21 p.m.