Triple

T12525769
Position Surface form Disambiguated ID Type / Status
Subject State Highway 121 Tollway E299434 entity
Predicate regionServed P82 FINISHED
Object Dallas–Fort Worth suburbs
The Dallas–Fort Worth suburbs are the rapidly growing residential and commercial communities surrounding the Dallas and Fort Worth urban cores in North Texas, known for sprawling neighborhoods, shopping centers, and commuter-oriented development.
 E988663 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: Dallas–Fort Worth suburbs | Statement: [State Highway 121 Tollway, regionServed, Dallas–Fort Worth suburbs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Dallas–Fort Worth suburbs
Context triple: [State Highway 121 Tollway, regionServed, Dallas–Fort Worth suburbs]
  • A. North Dallas area
    The North Dallas area is an affluent, predominantly residential region of Dallas, Texas, known for its upscale neighborhoods, strong public and private schools, and proximity to major business and shopping districts.
  • B. Hurst-Euless-Bedford area
    The Hurst-Euless-Bedford area is a suburban region in the Dallas–Fort Worth metroplex of North Texas, encompassing the adjacent cities of Hurst, Euless, and Bedford and known for its residential communities and schools.
  • C. Southwest Dallas
    Southwest Dallas is a large, predominantly residential sector of Dallas, Texas, encompassing neighborhoods such as Oak Cliff and known for its historic character and cultural diversity.
  • D. Northeast Dallas
    Northeast Dallas is a large residential and commercial area in the northeastern part of Dallas, Texas, known for its diverse neighborhoods, shopping centers, and proximity to major thoroughfares.
  • E. 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.
  • 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: Dallas–Fort Worth suburbs
Triple: [State Highway 121 Tollway, regionServed, Dallas–Fort Worth suburbs]
Generated description
The Dallas–Fort Worth suburbs are the rapidly growing residential and commercial communities surrounding the Dallas and Fort Worth urban cores in North Texas, known for sprawling neighborhoods, shopping centers, and commuter-oriented development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Dallas–Fort Worth suburbs
Target entity description: The Dallas–Fort Worth suburbs are the rapidly growing residential and commercial communities surrounding the Dallas and Fort Worth urban cores in North Texas, known for sprawling neighborhoods, shopping centers, and commuter-oriented development.
  • A. North Dallas area
    The North Dallas area is an affluent, predominantly residential region of Dallas, Texas, known for its upscale neighborhoods, strong public and private schools, and proximity to major business and shopping districts.
  • B. Hurst-Euless-Bedford area
    The Hurst-Euless-Bedford area is a suburban region in the Dallas–Fort Worth metroplex of North Texas, encompassing the adjacent cities of Hurst, Euless, and Bedford and known for its residential communities and schools.
  • C. Southwest Dallas
    Southwest Dallas is a large, predominantly residential sector of Dallas, Texas, encompassing neighborhoods such as Oak Cliff and known for its historic character and cultural diversity.
  • D. Northeast Dallas
    Northeast Dallas is a large residential and commercial area in the northeastern part of Dallas, Texas, known for its diverse neighborhoods, shopping centers, and proximity to major thoroughfares.
  • E. 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.
  • 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_69d6ada5cdd48190860d9ce30aff69be completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d9545d7e6c819080c3a85c18caa1ae completed April 10, 2026, 7:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69f655762ae88190ab41e23bbd65c566 completed May 2, 2026, 7:50 p.m.
NEDg Description generation batch_69f6566e7bf88190a33c609caf9b4f3d completed May 2, 2026, 7:54 p.m.
NED2 Entity disambiguation (via description) batch_69f657aec8fc8190b3b08ccb95595958 completed May 2, 2026, 7:59 p.m.
Created at: April 8, 2026, 9:57 p.m.