Triple
T3547823
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Brownsville, Texas |
E75038
|
entity |
| Predicate | locatedInMetropolitanArea |
P294
|
FINISHED |
| Object | Brownsville–Harlingen metropolitan area |
E240350
|
NE FINISHED |
How this triple was built (2 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: Brownsville–Harlingen metropolitan area | Statement: [Brownsville, Texas, locatedInMetropolitanArea, Brownsville–Harlingen metropolitan area]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Brownsville–Harlingen metropolitan area Context triple: [Brownsville, Texas, locatedInMetropolitanArea, Brownsville–Harlingen metropolitan area]
-
A.
McAllen–Edinburg–Mission metropolitan area
The McAllen–Edinburg–Mission metropolitan area is a major urban region in South Texas’ Rio Grande Valley centered on the cities of McAllen, Edinburg, and Mission near the U.S.–Mexico border.
-
B.
Brownsville–Matamoros metropolitan area
chosen
The Brownsville–Matamoros metropolitan area is a major transborder urban region spanning Brownsville, Texas, and Matamoros, Tamaulipas, serving as a key hub for U.S.–Mexico trade, culture, and daily cross-border movement.
-
C.
San Antonio–New Braunfels metropolitan area
The San Antonio–New Braunfels metropolitan area is a major South Texas urban region centered on San Antonio and its surrounding communities, known for its rapid growth, diverse economy, and blend of historic and modern cultural attractions.
-
D.
El Paso–Juárez metropolitan area
The El Paso–Juárez metropolitan area is a major binational urban region spanning the U.S.–Mexico border, centered on the cities of El Paso, Texas, and Ciudad Juárez, Chihuahua, and closely linked through extensive economic, social, and cultural ties.
-
E.
McAllen, Texas
McAllen, Texas is a major city in the Rio Grande Valley of southern Texas, known as a regional hub for international trade, retail, and cross-border culture near the U.S.–Mexico border.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ad85d33c6c819081d5ac1df13b5680 |
completed | March 8, 2026, 2:21 p.m. |
| NER | Named-entity recognition | batch_69adbfd0eb6081908f1380db4cfade87 |
completed | March 8, 2026, 6:28 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b38be582308190808274c8a530ce51 |
completed | March 13, 2026, 4 a.m. |
Created at: March 8, 2026, 3:20 p.m.