Triple

T1956589
Position Surface form Disambiguated ID Type / Status
Subject Saudi Vision 2030 E42282 entity
Predicate includesProgram P1393 FINISHED
Object Human Capability Development Program
The Human Capability Development Program is a Saudi national initiative focused on enhancing citizens’ skills, education, and employability to support the country’s long-term economic and social transformation.
E218497 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: Human Capability Development Program | Statement: [Saudi Vision 2030, includesProgram, Human Capability Development Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Human Capability Development Program
Context triple: [Saudi Vision 2030, includesProgram, Human Capability Development Program]
  • A. Vanguard program
    The Vanguard program was an early U.S. Navy–run satellite project during the Cold War that aimed to launch some of the first American satellites into Earth orbit as part of the International Geophysical Year.
  • B. Phoenix Program
    The Phoenix Program was a controversial covert counterinsurgency and intelligence operation run by the United States and South Vietnamese governments during the Vietnam War, aimed at identifying, capturing, or eliminating Viet Cong infrastructure.
  • C. Green Proving Ground program
    The Green Proving Ground program is a U.S. General Services Administration initiative that evaluates emerging building technologies in federal facilities to improve energy efficiency, reduce environmental impact, and inform wider market adoption.
  • D. Victory Program
    The Victory Program was a comprehensive U.S. military mobilization and production plan developed before America’s entry into World War II to prepare the nation for large-scale global conflict.
  • E. Civilian Planning and Conduct Capability
    The Civilian Planning and Conduct Capability is the European Union’s strategic headquarters responsible for planning, commanding, and overseeing the EU’s civilian crisis management missions abroad.
  • 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: Human Capability Development Program
Triple: [Saudi Vision 2030, includesProgram, Human Capability Development Program]
Generated description
The Human Capability Development Program is a Saudi national initiative focused on enhancing citizens’ skills, education, and employability to support the country’s long-term economic and social transformation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Human Capability Development Program
Target entity description: The Human Capability Development Program is a Saudi national initiative focused on enhancing citizens’ skills, education, and employability to support the country’s long-term economic and social transformation.
  • A. Vanguard program
    The Vanguard program was an early U.S. Navy–run satellite project during the Cold War that aimed to launch some of the first American satellites into Earth orbit as part of the International Geophysical Year.
  • B. Phoenix Program
    The Phoenix Program was a controversial covert counterinsurgency and intelligence operation run by the United States and South Vietnamese governments during the Vietnam War, aimed at identifying, capturing, or eliminating Viet Cong infrastructure.
  • C. Green Proving Ground program
    The Green Proving Ground program is a U.S. General Services Administration initiative that evaluates emerging building technologies in federal facilities to improve energy efficiency, reduce environmental impact, and inform wider market adoption.
  • D. Victory Program
    The Victory Program was a comprehensive U.S. military mobilization and production plan developed before America’s entry into World War II to prepare the nation for large-scale global conflict.
  • E. Civilian Planning and Conduct Capability
    The Civilian Planning and Conduct Capability is the European Union’s strategic headquarters responsible for planning, commanding, and overseeing the EU’s civilian crisis management missions abroad.
  • 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_69a8870eea088190a38781990812a9bc completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb37b4a38819099f98be92be91ade completed March 7, 2026, 5:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69adfbca5a7081908f3fa8eaa8f5aa3d completed March 8, 2026, 10:44 p.m.
NEDg Description generation batch_69adfc6bd8e08190a065a89ab3412126 completed March 8, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69adfcee414c8190b1a0574f6bd55602 completed March 8, 2026, 10:49 p.m.
Created at: March 4, 2026, 7:36 p.m.