Triple

T20860058
Position Surface form Disambiguated ID Type / Status
Subject APEC Investment Facilitation Action Plan E513591 entity
Predicate shortName P43 FINISHED
Object IFAP
IFAP is an APEC initiative aimed at improving the investment climate in member economies by streamlining and promoting transparent, predictable, and efficient investment procedures.
E1454604 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: IFAP | Statement: [APEC Investment Facilitation Action Plan, shortName, IFAP]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: IFAP
Context triple: [APEC Investment Facilitation Action Plan, shortName, IFAP]
  • A. IFP
    IFP is the three-letter IATA airport code for Laughlin/Bullhead International Airport, serving the Laughlin, Nevada and Bullhead City, Arizona area.
  • B. IFP
    IFP is a South African political party founded by Mangosuthu Buthelezi, historically influential in KwaZulu-Natal and known for its Zulu nationalist roots.
  • C. IFP
    IFP is a French public-sector research and training organization specializing in energy, transport, and environmental technologies, historically focused on the oil and gas industry.
  • D. KIFP
    KIFP is the ICAO airport code for Laughlin/Bullhead International Airport, a public airport serving the Bullhead City, Arizona and Laughlin, Nevada area.
  • E. FIPC
    FIPC is a key policymaking body within the Bank of Thailand responsible for formulating and overseeing policies related to financial institutions and the stability of the financial system.
  • 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: IFAP
Triple: [APEC Investment Facilitation Action Plan, shortName, IFAP]
Generated description
IFAP is an APEC initiative aimed at improving the investment climate in member economies by streamlining and promoting transparent, predictable, and efficient investment procedures.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: IFAP
Target entity description: IFAP is an APEC initiative aimed at improving the investment climate in member economies by streamlining and promoting transparent, predictable, and efficient investment procedures.
  • A. IFP
    IFP is the three-letter IATA airport code for Laughlin/Bullhead International Airport, serving the Laughlin, Nevada and Bullhead City, Arizona area.
  • B. IFP
    IFP is a South African political party founded by Mangosuthu Buthelezi, historically influential in KwaZulu-Natal and known for its Zulu nationalist roots.
  • C. IFP
    IFP is a French public-sector research and training organization specializing in energy, transport, and environmental technologies, historically focused on the oil and gas industry.
  • D. KIFP
    KIFP is the ICAO airport code for Laughlin/Bullhead International Airport, a public airport serving the Bullhead City, Arizona and Laughlin, Nevada area.
  • E. FIPC
    FIPC is a key policymaking body within the Bank of Thailand responsible for formulating and overseeing policies related to financial institutions and the stability of the financial system.
  • 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_69e0b4f5b01081909452f654d2fc3f50 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c3aba3d0819093431f38f0095a71 completed April 21, 2026, 12:24 a.m.
NED1 Entity disambiguation (via context triple) batch_6a090b0d847481908e4108d8bff97655 completed May 17, 2026, 12:25 a.m.
NEDg Description generation batch_6a090ba60a848190a451883326a0c198 completed May 17, 2026, 12:28 a.m.
NED2 Entity disambiguation (via description) batch_6a090fd62538819095c04324d3714371 completed May 17, 2026, 12:46 a.m.
Created at: April 16, 2026, 12:44 p.m.