Triple
T16093514
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Metropolitan Planning Organizations in Texas |
E390420
|
entity |
| Predicate | produces |
P490
|
FINISHED |
| Object | Transportation Improvement Program |
E150310
|
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: Transportation Improvement Program | Statement: [Metropolitan Planning Organizations in Texas, produces, Transportation Improvement Program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Transportation Improvement Program Context triple: [Metropolitan Planning Organizations in Texas, produces, Transportation Improvement Program]
-
A.
Transportation Improvement Programs
chosen
Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
-
B.
Highway Safety Improvement Program
The Highway Safety Improvement Program is a federal initiative that funds and promotes projects aimed at reducing traffic fatalities and serious injuries on the nation’s roadways.
-
C.
Transportation Enhancements funding category
The Transportation Enhancements funding category is a federal program that supports projects improving the cultural, aesthetic, historic, and environmental aspects of transportation infrastructure beyond traditional highway construction.
-
D.
Trade Corridor Enhancement Program
The Trade Corridor Enhancement Program is a California initiative that funds infrastructure projects to improve the efficiency, safety, and capacity of key freight and goods movement routes.
-
E.
Surface Transportation Block Grant Program
The Surface Transportation Block Grant Program is a major federal funding program that provides flexible financial assistance to states and localities for a wide range of surface transportation projects, including highways, transit, and safety improvements.
- 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_69d87f198bc48190a8b7e53ca15b7ead |
completed | April 10, 2026, 4:39 a.m. |
| NER | Named-entity recognition | batch_69e1859196808190ae30b4f7c1641eed |
completed | April 17, 2026, 12:57 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ffeb973c88819091fe284420088e7e |
completed | May 10, 2026, 2:21 a.m. |
Created at: April 10, 2026, 4:59 a.m.