Triple
T390587
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Nilo-Saharan languages |
E8870
|
entity |
| Predicate | hasSubfamily |
P747
|
FINISHED |
| Object |
Shabo language (proposed)
The Shabo language (proposed) is a little-documented and possibly endangered language of southwestern Ethiopia whose classification within African language families, including Nilo-Saharan, remains controversial among linguists.
|
E49226
|
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: Shabo language (proposed) | Statement: [Nilo-Saharan languages, hasSubfamily, Shabo language (proposed)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Shabo language (proposed) Context triple: [Nilo-Saharan languages, hasSubfamily, Shabo language (proposed)]
-
A.
Ashkun language
The Ashkun language is a Nuristani language spoken by the Ashkun people in remote regions of eastern Afghanistan.
-
B.
Batanic languages
Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
-
C.
Yola language
The Yola language was an extinct West Germanic language once spoken in County Wexford, Ireland, that preserved many archaic features derived from early English settlers.
-
D.
Kamviri language
The Kamviri language is a Nuristani language spoken primarily by the Kam people in parts of eastern Afghanistan and neighboring regions of Pakistan.
-
E.
Pichi language
Pichi is an English-based creole language spoken primarily in Equatorial Guinea, where it serves as a major lingua franca and has significantly shaped local varieties of Spanish.
- 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: Shabo language (proposed) Triple: [Nilo-Saharan languages, hasSubfamily, Shabo language (proposed)]
Generated description
The Shabo language (proposed) is a little-documented and possibly endangered language of southwestern Ethiopia whose classification within African language families, including Nilo-Saharan, remains controversial among linguists.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Shabo language (proposed) Target entity description: The Shabo language (proposed) is a little-documented and possibly endangered language of southwestern Ethiopia whose classification within African language families, including Nilo-Saharan, remains controversial among linguists.
-
A.
Ashkun language
The Ashkun language is a Nuristani language spoken by the Ashkun people in remote regions of eastern Afghanistan.
-
B.
Batanic languages
Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
-
C.
Yola language
The Yola language was an extinct West Germanic language once spoken in County Wexford, Ireland, that preserved many archaic features derived from early English settlers.
-
D.
Kamviri language
The Kamviri language is a Nuristani language spoken primarily by the Kam people in parts of eastern Afghanistan and neighboring regions of Pakistan.
-
E.
Pichi language
Pichi is an English-based creole language spoken primarily in Equatorial Guinea, where it serves as a major lingua franca and has significantly shaped local varieties of Spanish.
- 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_69a2e7f55c60819097aff65ea2ca2832 |
completed | Feb. 28, 2026, 1:04 p.m. |
| NER | Named-entity recognition | batch_69a2ec5d73e881909101308a583c8f13 |
completed | Feb. 28, 2026, 1:23 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a4035310608190a1e0f807cb93e1e1 |
completed | March 1, 2026, 9:13 a.m. |
| NEDg | Description generation | batch_69a403a7c1488190a7773a5ae8a8cec7 |
completed | March 1, 2026, 9:15 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a40428b014819091c6534ba35a11ff |
completed | March 1, 2026, 9:17 a.m. |
Created at: Feb. 28, 2026, 1:08 p.m.