Triple

T11578349

Position	Surface form	Disambiguated ID	Type / Status
Subject	Atlantic languages	`E274561`	entity
Predicate	containsSubgroup	`P10571`	FINISHED
Object	Southern Atlantic languages Southern Atlantic languages are a subgroup of the Atlantic branch of the Niger-Congo language family, spoken primarily in parts of West Africa.	`E935904`	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: Southern Atlantic languages | Statement: [Atlantic languages, containsSubgroup, Southern Atlantic languages]

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

Target entity: Southern Atlantic languages
Context triple: [Atlantic languages, containsSubgroup, Southern Atlantic languages]

A. Caribbean linguistic area
The Caribbean linguistic area is a region characterized by a convergence of languages—especially creoles and contact varieties—shaped by colonial history, African and Indigenous influences, and extensive multilingual interaction.
B. Southern Gur languages
Southern Gur languages are a subgroup of the Gur branch of the Niger-Congo language family, spoken primarily in parts of West Africa such as Burkina Faso, Ghana, and neighboring countries.
C. Southern Cariban
Southern Cariban is a branch of the Cariban language family comprising several indigenous languages spoken primarily in parts of Brazil and neighboring regions of South America.
D. Eastern Maroon languages
Eastern Maroon languages are a group of closely related creole languages spoken by Maroon communities in eastern Suriname and French Guiana, developed from contact between African languages and European colonial languages.
E. Gullah
Gullah is an English-based creole language and culture of African-descended communities in the coastal Lowcountry and Sea Islands of the southeastern United States, known for preserving strong African linguistic and cultural influences.
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: Southern Atlantic languages
Triple: [Atlantic languages, containsSubgroup, Southern Atlantic languages]

Generated description

Southern Atlantic languages are a subgroup of the Atlantic branch of the Niger-Congo language family, spoken primarily in parts of West Africa.

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

Target entity: Southern Atlantic languages
Target entity description: Southern Atlantic languages are a subgroup of the Atlantic branch of the Niger-Congo language family, spoken primarily in parts of West Africa.

A. Caribbean linguistic area
The Caribbean linguistic area is a region characterized by a convergence of languages—especially creoles and contact varieties—shaped by colonial history, African and Indigenous influences, and extensive multilingual interaction.
B. Southern Gur languages
Southern Gur languages are a subgroup of the Gur branch of the Niger-Congo language family, spoken primarily in parts of West Africa such as Burkina Faso, Ghana, and neighboring countries.
C. Southern Cariban
Southern Cariban is a branch of the Cariban language family comprising several indigenous languages spoken primarily in parts of Brazil and neighboring regions of South America.
D. Eastern Maroon languages
Eastern Maroon languages are a group of closely related creole languages spoken by Maroon communities in eastern Suriname and French Guiana, developed from contact between African languages and European colonial languages.
E. Gullah
Gullah is an English-based creole language and culture of African-descended communities in the coastal Lowcountry and Sea Islands of the southeastern United States, known for preserving strong African linguistic and cultural influences.
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_69d6aae5ac3c81908d2b0a3a665665b2`	completed	April 8, 2026, 7:22 p.m.
NER	Named-entity recognition	`batch_69d8904b46288190890ecafd6ceb0c3d`	completed	April 10, 2026, 5:53 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69e8a78d80448190a93ca0ebfbd7e3a4`	completed	April 22, 2026, 10:48 a.m.
NEDg	Description generation	`batch_69e8af93e07c8190aecb040cac6db146`	completed	April 22, 2026, 11:23 a.m.
NED2	Entity disambiguation (via description)	`batch_69ee5b254a2081909cba97a6ecb10601`	completed	April 26, 2026, 6:36 p.m.

Created at: April 8, 2026, 9:38 p.m.