Triple

T397812
Position Surface form Disambiguated ID Type / Status
Subject Dallas–Fort Worth metroplex E9212 entity
Predicate hasPrincipalCity P3940 FINISHED
Object Denton, Texas
Denton, Texas is a rapidly growing North Texas city known for its vibrant music scene, historic downtown square, and major universities including the University of North Texas and Texas Woman’s University.
E109507 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, Texas | Statement: [Dallas–Fort Worth metroplex, hasPrincipalCity, Denton, Texas]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Denton, Texas
Context triple: [Dallas–Fort Worth metroplex, hasPrincipalCity, Denton, Texas]
  • A. Fort Worth, Texas
    Fort Worth, Texas is a major city in North Texas known for its historic Western heritage, cultural districts, and role as a key economic and transportation hub in the Dallas–Fort Worth metroplex.
  • B. Dallas, Texas
    Dallas, Texas is a major metropolitan city in northern Texas known for its role as a commercial and cultural hub, particularly in finance, technology, and telecommunications.
  • C. McKinney, Texas
    McKinney, Texas is a rapidly growing suburban city in North Texas known for its historic downtown and high quality of life within the greater Dallas–Fort Worth area.
  • D. Frisco, Texas
    Frisco, Texas is a rapidly growing suburban city in the Dallas–Fort Worth metropolitan area known for its sports venues, retail centers, and family-friendly communities.
  • E. Grand Prairie
    Grand Prairie is a mid-sized suburban city in the Dallas–Fort Worth metropolitan area known for its family attractions, parks, and growing residential 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: Denton, Texas
Triple: [Dallas–Fort Worth metroplex, hasPrincipalCity, Denton, Texas]
Generated description
Denton, Texas is a rapidly growing North Texas city known for its vibrant music scene, historic downtown square, and major universities including the University of North Texas and Texas Woman’s University.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Denton, Texas
Target entity description: Denton, Texas is a rapidly growing North Texas city known for its vibrant music scene, historic downtown square, and major universities including the University of North Texas and Texas Woman’s University.
  • A. Fort Worth, Texas
    Fort Worth, Texas is a major city in North Texas known for its historic Western heritage, cultural districts, and role as a key economic and transportation hub in the Dallas–Fort Worth metroplex.
  • B. Dallas, Texas
    Dallas, Texas is a major metropolitan city in northern Texas known for its role as a commercial and cultural hub, particularly in finance, technology, and telecommunications.
  • C. McKinney, Texas
    McKinney, Texas is a rapidly growing suburban city in North Texas known for its historic downtown and high quality of life within the greater Dallas–Fort Worth area.
  • D. Frisco, Texas
    Frisco, Texas is a rapidly growing suburban city in the Dallas–Fort Worth metropolitan area known for its sports venues, retail centers, and family-friendly communities.
  • E. Grand Prairie
    Grand Prairie is a mid-sized suburban city in the Dallas–Fort Worth metropolitan area known for its family attractions, parks, and growing residential 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_69a2e8004cb88190b92ed1add6abf41a completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2ec8bcf708190b62e15806159ceb1 completed Feb. 28, 2026, 1:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69a7edf1c89c819090d188f2990388b1 completed March 4, 2026, 8:31 a.m.
NEDg Description generation batch_69a7f2069c648190ae522305d23fcdb5 completed March 4, 2026, 8:49 a.m.
NED2 Entity disambiguation (via description) batch_69a7f26264d48190ad04ee855523fcc1 completed March 4, 2026, 8:50 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.