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.