Triple

T3309411
Position Surface form Disambiguated ID Type / Status
Subject Walt Wolfram E69532 entity
Predicate notableWork P4 FINISHED
Object The Development of African American English
"The Development of African American English" is a scholarly work that examines the historical origins, structural features, and sociolinguistic evolution of African American English.
E345865 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: The Development of African American English | Statement: [Walt Wolfram, notableWork, The Development of African American English]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Development of African American English
Context triple: [Walt Wolfram, notableWork, The Development of African American English]
  • A. Atlas of North American English
    The Atlas of North American English is a comprehensive linguistic survey that maps and analyzes regional variation in pronunciation and vowel shifts across contemporary North American English.
  • B. Language: An Introduction to the Study of Speech
    "Language: An Introduction to the Study of Speech" is a foundational 1921 work in linguistics that systematically explores the nature, structure, and function of human language.
  • C. African American Vernacular English
    African American Vernacular English is a systematic and rule-governed variety of English historically associated with African American communities, characterized by distinct phonological, grammatical, and lexical features.
  • D. The Sound Pattern of English
    The Sound Pattern of English is a foundational 1968 work in generative phonology by Noam Chomsky and Morris Halle that systematically analyzes the phonological component of grammar within the framework of transformational-generative linguistics.
  • E. 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.
  • 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: The Development of African American English
Triple: [Walt Wolfram, notableWork, The Development of African American English]
Generated description
"The Development of African American English" is a scholarly work that examines the historical origins, structural features, and sociolinguistic evolution of African American English.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Development of African American English
Target entity description: "The Development of African American English" is a scholarly work that examines the historical origins, structural features, and sociolinguistic evolution of African American English.
  • A. Atlas of North American English
    The Atlas of North American English is a comprehensive linguistic survey that maps and analyzes regional variation in pronunciation and vowel shifts across contemporary North American English.
  • B. Language: An Introduction to the Study of Speech
    "Language: An Introduction to the Study of Speech" is a foundational 1921 work in linguistics that systematically explores the nature, structure, and function of human language.
  • C. African American Vernacular English
    African American Vernacular English is a systematic and rule-governed variety of English historically associated with African American communities, characterized by distinct phonological, grammatical, and lexical features.
  • D. The Sound Pattern of English
    The Sound Pattern of English is a foundational 1968 work in generative phonology by Noam Chomsky and Morris Halle that systematically analyzes the phonological component of grammar within the framework of transformational-generative linguistics.
  • E. 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.
  • 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_69ad859f218081909458d2cebbf57565 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb0e9f33c81909cff835a83e0a657 completed March 8, 2026, 5:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69b2f3edc0c081908a7f5c02fe18584b completed March 12, 2026, 5:12 p.m.
NEDg Description generation batch_69b2fa2ba81c8190bc86a855c59b7c2f completed March 12, 2026, 5:38 p.m.
NED2 Entity disambiguation (via description) batch_69b303a4cb4481908b56ee60765b5fac completed March 12, 2026, 6:19 p.m.
Created at: March 8, 2026, 3:11 p.m.