Triple

T388756
Position Surface form Disambiguated ID Type / Status
Subject HKS, Inc. E8834 entity
Predicate hasDivision P35 FINISHED
Object 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.
 E49130 NE FINISHED

How this triple was built (4 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 Hospitality | Statement: [HKS, Inc., hasDivision, HKS Hospitality]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: HKS Hospitality
Context triple: [HKS, Inc., hasDivision, HKS Hospitality]
  • A. Patina Restaurant Group
    Patina Restaurant Group is a hospitality company specializing in upscale, chef-driven restaurants and catering services at cultural, entertainment, and sports venues across the United States.
  • B. Delaware North
    Delaware North is a global hospitality and food service company known for operating concessions, lodging, and venues at major sports stadiums, airports, and entertainment destinations.
  • C. 360 Restaurant
    360 Restaurant is a revolving fine-dining restaurant located atop Toronto’s CN Tower, offering panoramic city and lake views.
  • D. HKS
    HKS is the Harvard Kennedy School, a leading public policy and public administration graduate school at Harvard University.
  • E. Encounter Restaurant
    Encounter Restaurant was a futuristic-themed dining venue located inside Los Angeles International Airport’s iconic Theme Building, known for its space-age design and panoramic views.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: HKS Hospitality
Triple: [HKS, Inc., hasDivision, HKS Hospitality]
Generated description
HKS Hospitality is a specialized division of the global architecture firm HKS, Inc. focused on designing hotels, resorts, and other hospitality-related environments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: HKS Hospitality
Target entity description: HKS Hospitality is a specialized division of the global architecture firm HKS, Inc. focused on designing hotels, resorts, and other hospitality-related environments.
  • A. Patina Restaurant Group
    Patina Restaurant Group is a hospitality company specializing in upscale, chef-driven restaurants and catering services at cultural, entertainment, and sports venues across the United States.
  • B. Delaware North
    Delaware North is a global hospitality and food service company known for operating concessions, lodging, and venues at major sports stadiums, airports, and entertainment destinations.
  • C. 360 Restaurant
    360 Restaurant is a revolving fine-dining restaurant located atop Toronto’s CN Tower, offering panoramic city and lake views.
  • D. HKS
    HKS is the Harvard Kennedy School, a leading public policy and public administration graduate school at Harvard University.
  • E. Encounter Restaurant
    Encounter Restaurant was a futuristic-themed dining venue located inside Los Angeles International Airport’s iconic Theme Building, known for its space-age design and panoramic views.
  • F. None of above. chosen

Provenance (5 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_69a40351d710819093a4a84e0263164c completed March 1, 2026, 9:13 a.m.
NEDg Description generation batch_69a403dc6ad8819098835ab77b4b5183 completed March 1, 2026, 9:16 a.m.
NED2 Entity disambiguation (via description) batch_69a4043141fc8190bf5109b10a32c89a completed March 1, 2026, 9:17 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.