Triple
T388757
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | HKS, Inc. |
E8834
|
entity |
| Predicate | hasDivision |
P35
|
FINISHED |
| Object | HKS Commercial |
E8834
|
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: HKS Commercial | Statement: [HKS, Inc., hasDivision, HKS Commercial]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: HKS Commercial Context triple: [HKS, Inc., hasDivision, HKS Commercial]
-
A.
HKS
HKS is the Harvard Kennedy School, a leading public policy and public administration graduate school at Harvard University.
-
B.
HKS, Inc.
chosen
HKS, Inc. is a global architecture firm known for designing major sports, entertainment, and commercial venues.
-
C.
HKS Hospitality
HKS Hospitality is a specialized division of the global architecture firm HKS, Inc. focused on designing hotels, resorts, and other hospitality-related environments.
-
D.
HOK Group
HOK Group is a global design, architecture, engineering, and planning firm known for large-scale commercial, civic, and sports projects.
-
E.
AKT Development Corporation
AKT Development Corporation is a major real estate development company based in the Sacramento, California area, founded and led by developer Angelo Tsakopoulos.
- 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_69a2e7f55c60819097aff65ea2ca2832 |
completed | Feb. 28, 2026, 1:04 p.m. |
| NER | Named-entity recognition | batch_69a2ec5988708190aa86d9460cecf050 |
completed | Feb. 28, 2026, 1:23 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a405f576148190b058300c3bd0d032 |
completed | March 1, 2026, 9:25 a.m. |
Created at: Feb. 28, 2026, 1:08 p.m.