Triple

T16837649
Position Surface form Disambiguated ID Type / Status
Subject Public Law 107-110 E409323 entity
Predicate containsTitle P3254 FINISHED
Object Title III – Language Instruction for Limited English Proficient and Immigrant Students
Title III – Language Instruction for Limited English Proficient and Immigrant Students is a section of the No Child Left Behind Act that provides federal funding and guidelines to help schools support English language acquisition and academic achievement for English learners and immigrant students.
E41908 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: Title III – Language Instruction for Limited English Proficient and Immigrant Students | Statement: [Public Law 107-110, containsTitle, Title III – Language Instruction for Limited English Proficient and Immigrant Students]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title III – Language Instruction for Limited English Proficient and Immigrant Students
Context triple: [Public Law 107-110, containsTitle, Title III – Language Instruction for Limited English Proficient and Immigrant Students]
  • A. Learning a New Land: Immigrant Students in American Society
    Learning a New Land: Immigrant Students in American Society is a sociological and educational study that examines the experiences, challenges, and adaptation of immigrant children and adolescents in U.S. schools and communities.
  • B. Massachusetts English learner education programs
    Massachusetts English learner education programs are specialized K–12 initiatives designed to support students whose first language is not English in developing academic English proficiency and succeeding in the state’s public schools.
  • C. Migrant Education Program
    The Migrant Education Program is a U.S. federal initiative that provides supplemental educational and support services to help children of migratory agricultural workers overcome educational disruption and other barriers to academic success.
  • D. 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.
  • E. Office of English Language Acquisition
    The Office of English Language Acquisition is a U.S. Department of Education office responsible for supporting and improving the education of English learners nationwide through policy, grants, and technical assistance.
  • 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: Title III – Language Instruction for Limited English Proficient and Immigrant Students
Triple: [Public Law 107-110, containsTitle, Title III – Language Instruction for Limited English Proficient and Immigrant Students]
Generated description
Title III – Language Instruction for Limited English Proficient and Immigrant Students is a section of the No Child Left Behind Act that provides federal funding and guidelines to help schools support English language acquisition and academic achievement for English learners and immigrant students.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title III – Language Instruction for Limited English Proficient and Immigrant Students
Target entity description: Title III – Language Instruction for Limited English Proficient and Immigrant Students is a section of the No Child Left Behind Act that provides federal funding and guidelines to help schools support English language acquisition and academic achievement for English learners and immigrant students.
  • A. Learning a New Land: Immigrant Students in American Society
    Learning a New Land: Immigrant Students in American Society is a sociological and educational study that examines the experiences, challenges, and adaptation of immigrant children and adolescents in U.S. schools and communities.
  • B. Massachusetts English learner education programs
    Massachusetts English learner education programs are specialized K–12 initiatives designed to support students whose first language is not English in developing academic English proficiency and succeeding in the state’s public schools.
  • C. Migrant Education Program
    The Migrant Education Program is a U.S. federal initiative that provides supplemental educational and support services to help children of migratory agricultural workers overcome educational disruption and other barriers to academic success.
  • D. 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.
  • E. Office of English Language Acquisition chosen
    The Office of English Language Acquisition is a U.S. Department of Education office responsible for supporting and improving the education of English learners nationwide through policy, grants, and technical assistance.
  • F. None of above.

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_69d883952b048190887740a980b712ed completed April 10, 2026, 4:59 a.m.
NER Named-entity recognition batch_69e3b34e080c8190bf7a236205b41db2 completed April 18, 2026, 4:37 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00bb15c9f48190a4d73bb08a15beb4 completed May 10, 2026, 5:06 p.m.
NEDg Description generation batch_6a00bc4cdf8481909ad45b9c66234c9b completed May 10, 2026, 5:11 p.m.
NED2 Entity disambiguation (via description) batch_6a00bcfcb434819092b85ce1debb9be8 completed May 10, 2026, 5:14 p.m.
Created at: April 10, 2026, 5:23 a.m.