Triple

T7111886
Position Surface form Disambiguated ID Type / Status
Subject Executive Order 13166 E165725 entity
Predicate title P38 FINISHED
Object Improving Access to Services for Persons with Limited English Proficiency
"Improving Access to Services for Persons with Limited English Proficiency" is a U.S. executive order directive that requires federal agencies and federally funded programs to ensure meaningful access to their services for individuals who do not speak English fluently.
E641687 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: Improving Access to Services for Persons with Limited English Proficiency | Statement: [Executive Order 13166, title, Improving Access to Services for Persons with Limited English Proficiency]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Improving Access to Services for Persons with Limited English Proficiency
Context triple: [Executive Order 13166, title, Improving Access to Services for Persons with Limited English Proficiency]
  • A. Centre for Multilingualism in Society across the Lifespan
    The Centre for Multilingualism in Society across the Lifespan is a research center focused on how multilingualism shapes and is shaped by individuals and societies throughout different stages of life.
  • B. Making Globalization Work
    Making Globalization Work is an influential book by economist Joseph Stiglitz that analyzes the failures of contemporary globalization and proposes reforms to make it more equitable and sustainable for developing and developed countries alike.
  • C. Race, Language and Culture
    Race, Language and Culture is a seminal 1940 collection of essays by anthropologist Franz Boas that challenges biological notions of race and emphasizes the cultural and linguistic foundations of human diversity.
  • D. Translation Services of Jehovah’s Witnesses
    Translation Services of Jehovah’s Witnesses is the organizational department responsible for translating the religious literature and materials of Jehovah’s Witnesses into numerous languages worldwide.
  • E. Translations Through Speakers
    Translations Through Speakers is Jon Bellion’s debut mixtape, blending pop, hip-hop, and electronic influences into a concept-driven, self-produced project that helped establish his signature sound.
  • 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: Improving Access to Services for Persons with Limited English Proficiency
Triple: [Executive Order 13166, title, Improving Access to Services for Persons with Limited English Proficiency]
Generated description
"Improving Access to Services for Persons with Limited English Proficiency" is a U.S. executive order directive that requires federal agencies and federally funded programs to ensure meaningful access to their services for individuals who do not speak English fluently.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Improving Access to Services for Persons with Limited English Proficiency
Target entity description: "Improving Access to Services for Persons with Limited English Proficiency" is a U.S. executive order directive that requires federal agencies and federally funded programs to ensure meaningful access to their services for individuals who do not speak English fluently.
  • A. Centre for Multilingualism in Society across the Lifespan
    The Centre for Multilingualism in Society across the Lifespan is a research center focused on how multilingualism shapes and is shaped by individuals and societies throughout different stages of life.
  • B. Making Globalization Work
    Making Globalization Work is an influential book by economist Joseph Stiglitz that analyzes the failures of contemporary globalization and proposes reforms to make it more equitable and sustainable for developing and developed countries alike.
  • C. Race, Language and Culture
    Race, Language and Culture is a seminal 1940 collection of essays by anthropologist Franz Boas that challenges biological notions of race and emphasizes the cultural and linguistic foundations of human diversity.
  • D. Translation Services of Jehovah’s Witnesses
    Translation Services of Jehovah’s Witnesses is the organizational department responsible for translating the religious literature and materials of Jehovah’s Witnesses into numerous languages worldwide.
  • E. Translations Through Speakers
    Translations Through Speakers is Jon Bellion’s debut mixtape, blending pop, hip-hop, and electronic influences into a concept-driven, self-produced project that helped establish his signature sound.
  • 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_69c6888120f081908f8f01b201dc4a4c completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e5edf89c8190a069b35ff7768165 completed March 27, 2026, 8:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c79cbc35d48190974e207eb98dcbe3 completed March 28, 2026, 9:17 a.m.
NEDg Description generation batch_69c79d31a9e8819096e6a3040b1852a9 completed March 28, 2026, 9:19 a.m.
NED2 Entity disambiguation (via description) batch_69c79dc7d7d8819097e423ef70b03040 completed March 28, 2026, 9:22 a.m.
Created at: March 27, 2026, 2:43 p.m.