Triple
T5716788
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bantoid languages |
E126042
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Mambiloid languages
Mambiloid languages are a group of closely related Bantoid languages spoken primarily in eastern Nigeria and western Cameroon.
|
E126042
|
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: Mambiloid languages | Statement: [Bantoid languages, hasSubgroup, Mambiloid languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mambiloid languages Context triple: [Bantoid languages, hasSubgroup, Mambiloid languages]
-
A.
Tamanic languages
The Tamanic languages are a small subgroup of the Austronesian language family spoken in parts of Borneo, known for their close relationship to other South Sulawesi–linked languages despite their geographic separation.
-
B.
Bantoid languages
The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan Africa.
-
C.
Pearic languages
Pearic languages are a small, endangered branch of the Austroasiatic language family spoken by indigenous Pearic communities in Cambodia and nearby regions.
-
D.
Palaungic languages
Palaungic languages are a branch of the Austroasiatic language family spoken primarily by Palaung and related ethnic groups in parts of Myanmar, China, Laos, Thailand, and Vietnam.
-
E.
Ellicean languages
Ellicean languages are a subgroup of the Austronesian language family spoken primarily in parts of Polynesia, including Tuvalu and surrounding island regions.
- 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: Mambiloid languages Triple: [Bantoid languages, hasSubgroup, Mambiloid languages]
Generated description
Mambiloid languages are a group of closely related Bantoid languages spoken primarily in eastern Nigeria and western Cameroon.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mambiloid languages Target entity description: Mambiloid languages are a group of closely related Bantoid languages spoken primarily in eastern Nigeria and western Cameroon.
-
A.
Tamanic languages
The Tamanic languages are a small subgroup of the Austronesian language family spoken in parts of Borneo, known for their close relationship to other South Sulawesi–linked languages despite their geographic separation.
-
B.
Bantoid languages
chosen
The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan Africa.
-
C.
Pearic languages
Pearic languages are a small, endangered branch of the Austroasiatic language family spoken by indigenous Pearic communities in Cambodia and nearby regions.
-
D.
Palaungic languages
Palaungic languages are a branch of the Austroasiatic language family spoken primarily by Palaung and related ethnic groups in parts of Myanmar, China, Laos, Thailand, and Vietnam.
-
E.
Ellicean languages
Ellicean languages are a subgroup of the Austronesian language family spoken primarily in parts of Polynesia, including Tuvalu and surrounding island regions.
- F. None of above.
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_69c0082e3d548190950169847b43043b |
completed | March 22, 2026, 3:18 p.m. |
| NER | Named-entity recognition | batch_69c024ba819c8190bb7d775405dda9d6 |
completed | March 22, 2026, 5:19 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c07df49eb881908189fc8afb2ed478 |
completed | March 22, 2026, 11:40 p.m. |
| NEDg | Description generation | batch_69c0877e28fc8190b12029b86bebe608 |
completed | March 23, 2026, 12:21 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c087dbef588190949666371984c97f |
completed | March 23, 2026, 12:22 a.m. |
Created at: March 22, 2026, 3:46 p.m.