Triple
T1217827
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Balch Springs |
E26145
|
entity |
| Predicate | isPartOfCSA |
P15824
|
FINISHED |
| Object | Dallas–Fort Worth–Arlington combined statistical area |
E9212
|
NE FINISHED |
How this triple was built (3 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–Arlington combined statistical area | Statement: [Balch Springs, isPartOfCSA, Dallas–Fort Worth–Arlington combined statistical area]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Dallas–Fort Worth–Arlington combined statistical area Context triple: [Balch Springs, isPartOfCSA, Dallas–Fort Worth–Arlington combined statistical area]
-
A.
Dallas–Fort Worth metroplex
chosen
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.
Texarkana metropolitan area
The Texarkana metropolitan area is a bi-state urban region centered on the twin cities of Texarkana, Texas, and Texarkana, Arkansas, serving as a key commercial and cultural hub of the Ark-La-Tex region.
-
C.
San Antonio–Austin
San Antonio–Austin refers to the central Texas urban corridor encompassing the rapidly growing metropolitan areas of San Antonio and Austin, known for its economic, cultural, and transportation significance.
-
D.
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.
-
E.
Greater Austin metropolitan area
The Greater Austin metropolitan area is a rapidly growing urban region in central Texas centered on the city of Austin, known for its tech industry, vibrant culture, and strong economy.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: isPartOfCSA Context triple: [Balch Springs, isPartOfCSA, Dallas–Fort Worth–Arlington combined statistical area]
-
A.
isCharterMemberOf
Indicates that an entity is an original or founding member of a group, organization, or institution at the time it was established.
-
B.
isAgriculturalServiceCentre
Indicates that a location or facility functions as a center providing services and support related to agriculture.
-
C.
isPartOfIndustry
Indicates that one entity belongs to, operates within, or is categorized under a particular industry sector.
-
D.
isAssociatedWith
Indicates that there exists a connection, relationship, or involvement between two entities without specifying its exact nature.
-
E.
isPartOfEconomicCluster
chosen
Indicates that an entity belongs to, or is included within, a larger economic cluster or grouping based on economic relationships or activities.
- F. None of above.
Provenance (4 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_69a4948331fc8190b531ac9bec71c491 |
completed | March 1, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69a4be08157c8190b248bb75b922644f |
completed | March 1, 2026, 10:30 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b01ccc410c819094800b656937b61e |
completed | March 10, 2026, 1:29 p.m. |
| PD | Predicate disambiguation | batch_69a4bb62a7c08190a79dcb6ff72ac99b |
completed | March 1, 2026, 10:19 p.m. |
Created at: March 1, 2026, 7:46 p.m.