Triple

T3760019
Position Surface form Disambiguated ID Type / Status
Subject Ryan Bingham E82137 entity
Predicate hotelLoyalty P37953 FINISHED
Object Hilton HHonors program
The Hilton HHonors program (now Hilton Honors) is Hilton Worldwide’s guest loyalty program that rewards frequent hotel guests with points redeemable for free nights, upgrades, and other travel benefits across its global portfolio of brands.
E385767 NE FINISHED

How this triple was built (5 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: Hilton HHonors program | Statement: [Ryan Bingham, hotelLoyalty, Hilton HHonors program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hilton HHonors program
Context triple: [Ryan Bingham, hotelLoyalty, Hilton HHonors program]
  • A. Marriott Bonvoy
    Marriott Bonvoy is a global hotel loyalty program by Marriott International that rewards members with points, elite status, and benefits across a wide portfolio of hotel brands and properties.
  • B. Caesars Rewards
    Caesars Rewards is a customer loyalty program offering tiered benefits, comps, and exclusive perks to patrons of Caesars Entertainment casinos, hotels, and resorts.
  • C. Curio Collection by Hilton
    Curio Collection by Hilton is a global portfolio of upscale, individually styled hotels and resorts that retain their unique character while being part of Hilton’s soft-branded collection.
  • D. Hilton Hotels Corporation
    Hilton Hotels Corporation is a major American multinational hospitality company known for its global network of hotels and resorts across a wide range of market segments.
  • E. Hilton Foundation
    The Hilton Foundation is a philanthropic organization established by hotel magnate Conrad N. Hilton that provides major grants and awards to support humanitarian and charitable initiatives worldwide.
  • 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: Hilton HHonors program
Triple: [Ryan Bingham, hotelLoyalty, Hilton HHonors program]
Generated description
The Hilton HHonors program (now Hilton Honors) is Hilton Worldwide’s guest loyalty program that rewards frequent hotel guests with points redeemable for free nights, upgrades, and other travel benefits across its global portfolio of brands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hilton HHonors program
Target entity description: The Hilton HHonors program (now Hilton Honors) is Hilton Worldwide’s guest loyalty program that rewards frequent hotel guests with points redeemable for free nights, upgrades, and other travel benefits across its global portfolio of brands.
  • A. Marriott Bonvoy
    Marriott Bonvoy is a global hotel loyalty program by Marriott International that rewards members with points, elite status, and benefits across a wide portfolio of hotel brands and properties.
  • B. Caesars Rewards
    Caesars Rewards is a customer loyalty program offering tiered benefits, comps, and exclusive perks to patrons of Caesars Entertainment casinos, hotels, and resorts.
  • C. Curio Collection by Hilton
    Curio Collection by Hilton is a global portfolio of upscale, individually styled hotels and resorts that retain their unique character while being part of Hilton’s soft-branded collection.
  • D. Hilton Hotels Corporation
    Hilton Hotels Corporation is a major American multinational hospitality company known for its global network of hotels and resorts across a wide range of market segments.
  • E. Hilton Foundation
    The Hilton Foundation is a philanthropic organization established by hotel magnate Conrad N. Hilton that provides major grants and awards to support humanitarian and charitable initiatives worldwide.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hotelLoyalty
Context triple: [Ryan Bingham, hotelLoyalty, Hilton HHonors program]
  • A. loyaltyProgramType
    Indicates the specific category or kind of loyalty program associated with an entity (such as points-based, tiered, or subscription-based).
  • B. loyaltyIntegration
    Indicates the degree to which a loyalty or rewards program is connected, synchronized, or functionally embedded with another system, platform, or service.
  • C. loyaltyDomain
    Indicates a relationship where loyalty, allegiance, or steadfast support is directed toward or governed by a particular domain, context, or sphere of influence.
  • D. loyaltyPointName
    Indicates the designated name or label assigned to a specific type or category of loyalty points in a loyalty program.
  • E. loyaltyProgramName chosen
    Indicates that an entity is associated with or identified by the name of a specific loyalty or rewards program.
  • F. None of above.

Provenance (6 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_69ad8b1db40081908b61ffa6b78afd4d completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcbc3d3f48190974cec104080949f completed March 8, 2026, 7:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4e5172abc81909cfa709ea866dc57 completed March 14, 2026, 4:33 a.m.
NEDg Description generation batch_69b4e65f868c819099b4fbf129773e6d completed March 14, 2026, 4:38 a.m.
NED2 Entity disambiguation (via description) batch_69b4e6bc95cc8190852b833e111cd889 completed March 14, 2026, 4:40 a.m.
PD Predicate disambiguation batch_69adc04c851c8190ae5eaebf36df539b completed March 8, 2026, 6:30 p.m.
Created at: March 8, 2026, 3:35 p.m.