Triple
T2291356
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Taman languages |
E51509
|
entity |
| Predicate | macroFamilyHypothesis |
P16671
|
FINISHED |
| Object | Nilo-Saharan hypothesis |
E8870
|
NE FINISHED |
How this triple was built (2 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: Nilo-Saharan hypothesis | Statement: [Taman languages, macroFamilyHypothesis, Nilo-Saharan hypothesis]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nilo-Saharan hypothesis Context triple: [Taman languages, macroFamilyHypothesis, Nilo-Saharan hypothesis]
-
A.
Nilo-Saharan languages
chosen
Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
-
B.
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.
-
C.
Grassfields languages
Grassfields languages are a group of closely related Southern Bantoid languages spoken primarily in the Grassfields region of western Cameroon.
-
D.
Nubian languages
The Nubian languages are a group of closely related Eastern Sudanic languages spoken primarily along the Nile in southern Egypt and northern Sudan, known for their ancient literary history and modern use among Nubian communities.
-
E.
Proto-Bantu
Proto-Bantu is the reconstructed common ancestor of the Bantu language family, hypothesized through comparative linguistic methods to represent their original phonology, grammar, and core vocabulary.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69a88b09c644819090b503456d96bf70 |
completed | March 4, 2026, 7:42 p.m. |
| NER | Named-entity recognition | batch_69abc5b3d4988190bceb3dffa9734f4b |
completed | March 7, 2026, 6:29 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae7f210bb881909086b86b2c3017a7 |
completed | March 9, 2026, 8:04 a.m. |
Created at: March 4, 2026, 7:48 p.m.