Triple
T1090560
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gaithersburg |
E24152
|
entity |
| Predicate | hasBiotechCluster |
P15824
|
FINISHED |
| Object | I-270 Technology Corridor |
E107463
|
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: I-270 Technology Corridor | Statement: [Gaithersburg, hasBiotechCluster, I-270 Technology Corridor]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: I-270 Technology Corridor Context triple: [Gaithersburg, hasBiotechCluster, I-270 Technology Corridor]
-
A.
Interstate 270 Technology Corridor
chosen
The Interstate 270 Technology Corridor is a major high-tech and biotech business region in suburban Maryland, stretching northwest from the Washington, D.C. area and hosting numerous research institutions and technology companies.
-
B.
Capital Beltway
The Capital Beltway is a major circumferential highway encircling Washington, D.C., serving as a key transportation artery for the metropolitan region.
-
C.
East-West Tollway corridor
The East-West Tollway corridor is a major suburban business and technology hub in the Chicago metropolitan area, known for its concentration of corporate headquarters, research facilities, and educational institutions along Interstate 88 in Illinois.
-
D.
Interstate 285
Interstate 285 is the beltway encircling Atlanta, Georgia, serving as a major bypass and connector for multiple interstate highways around the metropolitan area.
-
E.
Interstate 110
Interstate 110 is a major north–south freeway in the Los Angeles area that links the Port of Los Angeles to downtown Los Angeles and the regional highway network.
- 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: hasBiotechCluster Context triple: [Gaithersburg, hasBiotechCluster, I-270 Technology Corridor]
-
A.
isPartOfEconomicCluster
chosen
Indicates that an entity belongs to, or is included within, a larger economic cluster or grouping based on economic relationships or activities.
-
B.
hasInnovationHub
Indicates that an entity hosts, contains, or is associated with a dedicated center or facility focused on innovation activities.
-
C.
hasAdvancedTechnologySector
Indicates that an entity possesses or includes a developed sector focused on advanced or high-tech industries, products, or services.
-
D.
hasResearchCentersIn
Indicates that an entity maintains or operates research centers located within a specified place or region.
-
E.
isTechnologicalHubOf
Indicates that a location serves as a central focal point for technological activity, development, or innovation for another specified area or community.
- 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_69a49404428c819092dcc9632f5f7b8b |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4b980c8448190b08c3a9a7e7f4e85 |
completed | March 1, 2026, 10:11 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac42b41618819087884c292db4ed55 |
completed | March 7, 2026, 3:22 p.m. |
| PD | Predicate disambiguation | batch_69a4b741b0cc8190be001a16a81f6d9e |
completed | March 1, 2026, 10:01 p.m. |
Created at: March 1, 2026, 7:42 p.m.