Triple

T12032470
Position Surface form Disambiguated ID Type / Status
Subject IATA Passenger Distribution initiatives E286445 entity
Predicate includes P1393 FINISHED
Object IATA Dynamic Offer initiatives
IATA Dynamic Offer initiatives are industry programs led by the International Air Transport Association to enable airlines to create and deliver real-time, personalized, and flexible offers to customers across modern retailing channels.
E961412 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: IATA Dynamic Offer initiatives | Statement: [IATA Passenger Distribution initiatives, includes, IATA Dynamic Offer initiatives]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: IATA Dynamic Offer initiatives
Context triple: [IATA Passenger Distribution initiatives, includes, IATA Dynamic Offer initiatives]
  • A. IATA Passenger Distribution initiatives
    IATA Passenger Distribution initiatives are a set of airline industry programs aimed at modernizing and standardizing how airline products are distributed and sold across channels.
  • B. OAG
    OAG is the independent office responsible for auditing and overseeing the financial operations and performance of Florida’s state agencies and related entities.
  • C. IATA New Distribution Capability
    IATA New Distribution Capability (NDC) is a travel industry data transmission standard developed by the International Air Transport Association to modernize airline distribution and enable richer, more personalized offers across channels.
  • D. IATA Modern Airline Retailing program
    The IATA Modern Airline Retailing program is an industry initiative that promotes a transition to customer-centric, offer- and order-based retailing in air travel, leveraging standards like ONE Order to simplify processes and enhance the passenger experience.
  • E. IATA NDC standards governance
    IATA NDC standards governance is the oversight and decision-making framework that manages the development, maintenance, and implementation of the airline industry’s New Distribution Capability standards.
  • 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: IATA Dynamic Offer initiatives
Triple: [IATA Passenger Distribution initiatives, includes, IATA Dynamic Offer initiatives]
Generated description
IATA Dynamic Offer initiatives are industry programs led by the International Air Transport Association to enable airlines to create and deliver real-time, personalized, and flexible offers to customers across modern retailing channels.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: IATA Dynamic Offer initiatives
Target entity description: IATA Dynamic Offer initiatives are industry programs led by the International Air Transport Association to enable airlines to create and deliver real-time, personalized, and flexible offers to customers across modern retailing channels.
  • A. IATA Passenger Distribution initiatives
    IATA Passenger Distribution initiatives are a set of airline industry programs aimed at modernizing and standardizing how airline products are distributed and sold across channels.
  • B. OAG
    OAG is the independent office responsible for auditing and overseeing the financial operations and performance of Florida’s state agencies and related entities.
  • C. IATA New Distribution Capability
    IATA New Distribution Capability (NDC) is a travel industry data transmission standard developed by the International Air Transport Association to modernize airline distribution and enable richer, more personalized offers across channels.
  • D. IATA Modern Airline Retailing program
    The IATA Modern Airline Retailing program is an industry initiative that promotes a transition to customer-centric, offer- and order-based retailing in air travel, leveraging standards like ONE Order to simplify processes and enhance the passenger experience.
  • E. IATA NDC standards governance
    IATA NDC standards governance is the oversight and decision-making framework that manages the development, maintenance, and implementation of the airline industry’s New Distribution Capability standards.
  • 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_69d6ab4669e48190b59246358b0383ab completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9040724ec8190808f334013ddc6d6 completed April 10, 2026, 2:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69f49d6ec4b8819093ff50254a851444 completed May 1, 2026, 12:32 p.m.
NEDg Description generation batch_69f53d930714819080f92d223d930389 completed May 1, 2026, 11:56 p.m.
NED2 Entity disambiguation (via description) batch_69f564b826ec819098906cf735e45093 completed May 2, 2026, 2:43 a.m.
Created at: April 8, 2026, 9:47 p.m.