Triple

T3309412

Position	Surface form	Disambiguated ID	Type / Status
Subject	Walt Wolfram	`E69532`	entity
Predicate	notableWork	`P4`	FINISHED
Object	Social Varieties of American English Social Varieties of American English is a sociolinguistic work that examines how factors like region, class, ethnicity, and gender shape the diverse forms of English spoken in the United States.	`E348747`	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: Social Varieties of American English | Statement: [Walt Wolfram, notableWork, Social Varieties of American English]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Social Varieties of American English
Context triple: [Walt Wolfram, notableWork, Social Varieties of 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. 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.
C. 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.
D. 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.
E. A Key into the Language of America
A Key into the Language of America is a 1643 book by Roger Williams that serves as one of the earliest English-language studies of Native American languages and cultures in New England.
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: Social Varieties of American English
Triple: [Walt Wolfram, notableWork, Social Varieties of American English]

Generated description

Social Varieties of American English is a sociolinguistic work that examines how factors like region, class, ethnicity, and gender shape the diverse forms of English spoken in the United States.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Social Varieties of American English
Target entity description: Social Varieties of American English is a sociolinguistic work that examines how factors like region, class, ethnicity, and gender shape the diverse forms of English spoken in the United States.

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. 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.
C. 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.
D. 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.
E. A Key into the Language of America
A Key into the Language of America is a 1643 book by Roger Williams that serves as one of the earliest English-language studies of Native American languages and cultures in New England.
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_69b31a73c1c8819082e522221a8b2a54`	completed	March 12, 2026, 7:56 p.m.
NEDg	Description generation	`batch_69b31c34cc388190a5fab8e9b2a1aa92`	completed	March 12, 2026, 8:04 p.m.
NED2	Entity disambiguation (via description)	`batch_69b31da025048190b7d1611df82a542c`	completed	March 12, 2026, 8:10 p.m.

Created at: March 8, 2026, 3:11 p.m.