Triple

T7544184
Position Surface form Disambiguated ID Type / Status
Subject Ubangian E178353 entity
Predicate hasReferenceWork P48731 FINISHED
Object Williamson and Blench 2000 Niger–Congo overview
Williamson and Blench 2000 Niger–Congo overview is a scholarly survey that provides a comprehensive classification and discussion of the Niger–Congo language family, including its major branches such as Ubangian.
E672217 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: Williamson and Blench 2000 Niger–Congo overview | Statement: [Ubangian, hasReferenceWork, Williamson and Blench 2000 Niger–Congo overview]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Williamson and Blench 2000 Niger–Congo overview
Context triple: [Ubangian, hasReferenceWork, Williamson and Blench 2000 Niger–Congo overview]
  • A. Guthrie classification of Niger-Congo
    The Guthrie classification of Niger-Congo is a historical linguistic framework that organizes the Niger-Congo language family into geographic and typological groups, widely used as a reference system despite later revisions and critiques.
  • B. Proto-Niger–Congo
    Proto-Niger–Congo is the reconstructed common ancestor of the Niger–Congo language family, from which many languages across sub-Saharan Africa are believed to have descended.
  • C. Kwa branch of Niger–Congo
    The Kwa branch of Niger–Congo is a major subgroup of West African languages spoken primarily in southern Ghana, Côte d’Ivoire, Togo, and Benin, known for its tonal systems and rich noun-class and aspectual distinctions.
  • D. Benue–Congo languages
    The Benue–Congo languages are a large and diverse branch of African languages that include the widespread Bantu family and are spoken across much of sub-Saharan Africa.
  • E. Proto–Benue–Congo language
    Proto–Benue–Congo language is the reconstructed common ancestor of the Benue–Congo branch of the Niger–Congo language family, hypothesized through comparative linguistic methods.
  • 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: Williamson and Blench 2000 Niger–Congo overview
Triple: [Ubangian, hasReferenceWork, Williamson and Blench 2000 Niger–Congo overview]
Generated description
Williamson and Blench 2000 Niger–Congo overview is a scholarly survey that provides a comprehensive classification and discussion of the Niger–Congo language family, including its major branches such as Ubangian.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Williamson and Blench 2000 Niger–Congo overview
Target entity description: Williamson and Blench 2000 Niger–Congo overview is a scholarly survey that provides a comprehensive classification and discussion of the Niger–Congo language family, including its major branches such as Ubangian.
  • A. Guthrie classification of Niger-Congo
    The Guthrie classification of Niger-Congo is a historical linguistic framework that organizes the Niger-Congo language family into geographic and typological groups, widely used as a reference system despite later revisions and critiques.
  • B. Proto-Niger–Congo
    Proto-Niger–Congo is the reconstructed common ancestor of the Niger–Congo language family, from which many languages across sub-Saharan Africa are believed to have descended.
  • C. Kwa branch of Niger–Congo
    The Kwa branch of Niger–Congo is a major subgroup of West African languages spoken primarily in southern Ghana, Côte d’Ivoire, Togo, and Benin, known for its tonal systems and rich noun-class and aspectual distinctions.
  • D. Benue–Congo languages
    The Benue–Congo languages are a large and diverse branch of African languages that include the widespread Bantu family and are spoken across much of sub-Saharan Africa.
  • E. Proto–Benue–Congo language
    Proto–Benue–Congo language is the reconstructed common ancestor of the Benue–Congo branch of the Niger–Congo language family, hypothesized through comparative linguistic methods.
  • 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_69c69f2be3888190a6667a27f8f195e9 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f896a27481908b2e120208f268e7 completed March 27, 2026, 9:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69c84f21aa5c819085e8d1ecbd9b01e3 completed March 28, 2026, 9:58 p.m.
NEDg Description generation batch_69c852da8c048190b2a0696f2e7b65c1 completed March 28, 2026, 10:14 p.m.
NED2 Entity disambiguation (via description) batch_69c853958b748190b4ecc9797389cc85 completed March 28, 2026, 10:17 p.m.
Created at: March 27, 2026, 3:48 p.m.