Triple

T397837
Position Surface form Disambiguated ID Type / Status
Subject Dallas–Fort Worth metroplex E9212 entity
Predicate partOf P40 FINISHED
Object Texas Triangle
The Texas Triangle is a major urban megaregion in Texas defined by its three largest metropolitan areas—Dallas–Fort Worth, Houston, and San Antonio–Austin—forming a roughly triangular economic and population hub.
E102058 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: Texas Triangle | Statement: [Dallas–Fort Worth metroplex, partOf, Texas Triangle]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Texas Triangle
Context triple: [Dallas–Fort Worth metroplex, partOf, Texas Triangle]
  • A. Dallas–Fort Worth metroplex
    The Dallas–Fort Worth metroplex is a major urban and economic region in North Texas encompassing numerous cities and suburbs, known as one of the largest and fastest-growing metropolitan areas in the United States.
  • B. North Texas
    North Texas is a region of the U.S. state of Texas centered around the Dallas–Fort Worth metropolitan area and known as a major economic and cultural hub.
  • C. 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.
  • D. South-Central Texas
    South-Central Texas is a region of Texas known for its mix of urban centers like San Antonio, Hill Country landscapes, and a blend of Hispanic and Anglo cultural influences.
  • E. 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.
  • 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: Texas Triangle
Triple: [Dallas–Fort Worth metroplex, partOf, Texas Triangle]
Generated description
The Texas Triangle is a major urban megaregion in Texas defined by its three largest metropolitan areas—Dallas–Fort Worth, Houston, and San Antonio–Austin—forming a roughly triangular economic and population hub.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Texas Triangle
Target entity description: The Texas Triangle is a major urban megaregion in Texas defined by its three largest metropolitan areas—Dallas–Fort Worth, Houston, and San Antonio–Austin—forming a roughly triangular economic and population hub.
  • A. Dallas–Fort Worth metroplex
    The Dallas–Fort Worth metroplex is a major urban and economic region in North Texas encompassing numerous cities and suburbs, known as one of the largest and fastest-growing metropolitan areas in the United States.
  • B. North Texas
    North Texas is a region of the U.S. state of Texas centered around the Dallas–Fort Worth metropolitan area and known as a major economic and cultural hub.
  • C. 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.
  • D. South-Central Texas
    South-Central Texas is a region of Texas known for its mix of urban centers like San Antonio, Hill Country landscapes, and a blend of Hispanic and Anglo cultural influences.
  • E. 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.
  • 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_69a7a39f98a88190907752f3df1e126c completed March 4, 2026, 3:14 a.m.
NEDg Description generation batch_69a7a62fde3c8190a9d7fd599d87e751 completed March 4, 2026, 3:25 a.m.
NED2 Entity disambiguation (via description) batch_69a7a696bd148190a73865dea296b8f1 completed March 4, 2026, 3:27 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.