Triple
T2084695
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Luo language |
E45322
|
entity |
| Predicate | languageSubfamily |
P1967
|
FINISHED |
| Object |
Nilotic languages
Nilotic languages are a branch of the Nilo-Saharan language family spoken primarily along the Nile Valley and surrounding regions of East and Central Africa by various pastoralist and agricultural communities.
|
E231975
|
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: Nilotic languages | Statement: [Luo language, languageSubfamily, Nilotic languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nilotic languages Context triple: [Luo language, languageSubfamily, Nilotic languages]
-
A.
Nilo-Saharan languages
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.
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.
-
C.
Sabaki languages
The Sabaki languages are a subgroup of Bantu languages spoken along the East African coast and nearby regions, including well-known varieties such as Swahili.
-
D.
Southern Nilotic languages
Southern Nilotic languages are a branch of the Nilotic language family spoken primarily in Kenya, Tanzania, and neighboring regions by various pastoralist and agricultural communities.
-
E.
Central Sudanic languages
Central Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in central Africa across countries such as South Sudan, Chad, the Central African Republic, and the Democratic Republic of the Congo.
- 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: Nilotic languages Triple: [Luo language, languageSubfamily, Nilotic languages]
Generated description
Nilotic languages are a branch of the Nilo-Saharan language family spoken primarily along the Nile Valley and surrounding regions of East and Central Africa by various pastoralist and agricultural communities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nilotic languages Target entity description: Nilotic languages are a branch of the Nilo-Saharan language family spoken primarily along the Nile Valley and surrounding regions of East and Central Africa by various pastoralist and agricultural communities.
-
A.
Nilo-Saharan languages
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.
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.
-
C.
Sabaki languages
The Sabaki languages are a subgroup of Bantu languages spoken along the East African coast and nearby regions, including well-known varieties such as Swahili.
-
D.
Southern Nilotic languages
Southern Nilotic languages are a branch of the Nilotic language family spoken primarily in Kenya, Tanzania, and neighboring regions by various pastoralist and agricultural communities.
-
E.
Central Sudanic languages
Central Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in central Africa across countries such as South Sudan, Chad, the Central African Republic, and the Democratic Republic of the Congo.
- 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_69a8891869c88190a02643e3bb746f59 |
completed | March 4, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69abba53d4488190a7d9eabcb6904e8e |
completed | March 7, 2026, 5:40 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae273f8e3481908c45f1686072a95d |
completed | March 9, 2026, 1:49 a.m. |
| NEDg | Description generation | batch_69ae29284a90819088ce2344b139e714 |
completed | March 9, 2026, 1:58 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae29c9b6ac8190a0256fb911afaf72 |
completed | March 9, 2026, 2 a.m. |
Created at: March 4, 2026, 7:41 p.m.