Triple
T390573
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Nilo-Saharan languages |
E8870
|
entity |
| Predicate | hasSubfamily |
P747
|
FINISHED |
| Object |
Maban languages
Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
|
E49225
|
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: Maban languages | Statement: [Nilo-Saharan languages, hasSubfamily, Maban languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Maban languages Context triple: [Nilo-Saharan languages, hasSubfamily, Maban languages]
-
A.
Muna–Buton languages
The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
-
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.
Danao languages
The Danao languages are a subgroup of Austronesian languages spoken primarily in the southern Philippines, including languages such as Maranao, Maguindanaon, and Iranun.
-
D.
Penutian languages
Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
-
E.
Central Banda languages
The Central Banda languages are a group of closely related Banda languages spoken primarily in the Central African Republic and neighboring regions of central Africa.
- 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: Maban languages Triple: [Nilo-Saharan languages, hasSubfamily, Maban languages]
Generated description
Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Maban languages Target entity description: Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
-
A.
Muna–Buton languages
The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
-
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.
Danao languages
The Danao languages are a subgroup of Austronesian languages spoken primarily in the southern Philippines, including languages such as Maranao, Maguindanaon, and Iranun.
-
D.
Penutian languages
Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
-
E.
Central Banda languages
The Central Banda languages are a group of closely related Banda languages spoken primarily in the Central African Republic and neighboring regions of central Africa.
- 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.