Triple

T14435895
Position Surface form Disambiguated ID Type / Status
Subject Marriott Bonvoy E357959 entity
Predicate hasPart P35 FINISHED
Object Marriott Bonvoy Member tier
The Marriott Bonvoy Member tier is the entry-level status in Marriott’s loyalty program, offering basic benefits such as points earning and access to member-only rates.
E1098470 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: Marriott Bonvoy Member tier | Statement: [Marriott Bonvoy, hasPart, Marriott Bonvoy Member tier]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marriott Bonvoy Member tier
Context triple: [Marriott Bonvoy, hasPart, Marriott Bonvoy Member tier]
  • A. SkyMiles Medallion tier
    SkyMiles Medallion tier is Delta Air Lines’ elite frequent flyer status level system that offers escalating travel benefits such as priority services, complimentary upgrades, and fee waivers based on a member’s flying activity.
  • B. 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.
  • C. 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.
  • D. Delta Medallion Status
    Delta Medallion Status is Delta Air Lines’ frequent flyer elite program that offers tiered benefits such as priority services, complimentary upgrades, and mileage bonuses based on a member’s travel activity.
  • E. Delta SkyMiles Gold Medallion
    Delta SkyMiles Gold Medallion is a mid-tier elite status in Delta Air Lines’ frequent flyer program that offers travelers benefits such as complimentary upgrades, priority services, and bonus miles.
  • 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: Marriott Bonvoy Member tier
Triple: [Marriott Bonvoy, hasPart, Marriott Bonvoy Member tier]
Generated description
The Marriott Bonvoy Member tier is the entry-level status in Marriott’s loyalty program, offering basic benefits such as points earning and access to member-only rates.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marriott Bonvoy Member tier
Target entity description: The Marriott Bonvoy Member tier is the entry-level status in Marriott’s loyalty program, offering basic benefits such as points earning and access to member-only rates.
  • A. SkyMiles Medallion tier
    SkyMiles Medallion tier is Delta Air Lines’ elite frequent flyer status level system that offers escalating travel benefits such as priority services, complimentary upgrades, and fee waivers based on a member’s flying activity.
  • B. 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.
  • C. 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.
  • D. Delta Medallion Status
    Delta Medallion Status is Delta Air Lines’ frequent flyer elite program that offers tiered benefits such as priority services, complimentary upgrades, and mileage bonuses based on a member’s travel activity.
  • E. Delta SkyMiles Gold Medallion
    Delta SkyMiles Gold Medallion is a mid-tier elite status in Delta Air Lines’ frequent flyer program that offers travelers benefits such as complimentary upgrades, priority services, and bonus miles.
  • 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_69d8279402a88190821ffa39ae15bccf completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de9148cf4481909082cc91b2f76218 completed April 14, 2026, 7:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd5bd5b1d08190a89e6f004a94b361 completed May 8, 2026, 3:43 a.m.
NEDg Description generation batch_69fd5ca8e36c8190873d0e2a82f62623 completed May 8, 2026, 3:46 a.m.
NED2 Entity disambiguation (via description) batch_69fd5d46d974819085a43c51b414ff9a completed May 8, 2026, 3:49 a.m.
Created at: April 10, 2026, 1:18 a.m.