Triple

T13038011
Position Surface form Disambiguated ID Type / Status
Subject Tom Güldemann E326613 entity
Predicate notableWork P4 FINISHED
Object The Languages and Linguistics of Africa
The Languages and Linguistics of Africa is a comprehensive scholarly volume that surveys the continent’s language families, their historical relationships, and key structural features within a modern linguistic framework.
E1018684 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 Languages and Linguistics of Africa | Statement: [Tom Güldemann, notableWork, The Languages and Linguistics of Africa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Languages and Linguistics of Africa
Context triple: [Tom Güldemann, notableWork, The Languages and Linguistics of Africa]
  • A. Historical Linguistics and the Comparative Study of African Languages
    Historical Linguistics and the Comparative Study of African Languages is a scholarly work that examines the historical development, classification, and relationships of African languages using comparative linguistic methods.
  • B. Journal of African Languages and Linguistics
    The Journal of African Languages and Linguistics is a scholarly periodical dedicated to research on the structure, history, and use of African languages.
  • C. African linguistics
    African linguistics is the scientific study of the languages of Africa, examining their structures, histories, typologies, and sociocultural contexts.
  • D. The Nilo-Saharan Languages: A Comparative Essay
    The Nilo-Saharan Languages: A Comparative Essay is a major linguistic study by Lionel Bender that analyzes and compares the languages traditionally grouped under the Nilo-Saharan family in Africa.
  • E. The Archaeological and Linguistic Reconstruction of African History
    The Archaeological and Linguistic Reconstruction of African History is a scholarly work by historian Christopher Ehret that uses archaeological and comparative linguistic evidence to trace and reinterpret the deep precolonial history of African societies.
  • 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 Languages and Linguistics of Africa
Triple: [Tom Güldemann, notableWork, The Languages and Linguistics of Africa]
Generated description
The Languages and Linguistics of Africa is a comprehensive scholarly volume that surveys the continent’s language families, their historical relationships, and key structural features within a modern linguistic framework.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Languages and Linguistics of Africa
Target entity description: The Languages and Linguistics of Africa is a comprehensive scholarly volume that surveys the continent’s language families, their historical relationships, and key structural features within a modern linguistic framework.
  • A. Historical Linguistics and the Comparative Study of African Languages
    Historical Linguistics and the Comparative Study of African Languages is a scholarly work that examines the historical development, classification, and relationships of African languages using comparative linguistic methods.
  • B. Journal of African Languages and Linguistics
    The Journal of African Languages and Linguistics is a scholarly periodical dedicated to research on the structure, history, and use of African languages.
  • C. African linguistics
    African linguistics is the scientific study of the languages of Africa, examining their structures, histories, typologies, and sociocultural contexts.
  • D. The Nilo-Saharan Languages: A Comparative Essay
    The Nilo-Saharan Languages: A Comparative Essay is a major linguistic study by Lionel Bender that analyzes and compares the languages traditionally grouped under the Nilo-Saharan family in Africa.
  • E. The Archaeological and Linguistic Reconstruction of African History
    The Archaeological and Linguistic Reconstruction of African History is a scholarly work by historian Christopher Ehret that uses archaeological and comparative linguistic evidence to trace and reinterpret the deep precolonial history of African societies.
  • 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_69d8076cc45c81908123123f43e69266 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d9804b743c8190810dc5c14bc6d912 completed April 10, 2026, 10:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6cbd12eec81908ad5dae638c2210e completed May 3, 2026, 4:15 a.m.
NEDg Description generation batch_69f6cdc285788190a05a51295306f087 completed May 3, 2026, 4:23 a.m.
NED2 Entity disambiguation (via description) batch_69f6ceafcca88190bcd65be3c4440987 completed May 3, 2026, 4:27 a.m.
Created at: April 9, 2026, 8:55 p.m.