Triple
T7131618
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mande |
E166201
|
entity |
| Predicate | hasLanguage |
P15
|
FINISHED |
| Object |
Bobo–Bozo languages
The Bobo–Bozo languages are a small subgroup of the Mande branch of the Niger–Congo language family, spoken primarily in parts of Burkina Faso and Mali.
|
E643329
|
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: Bobo–Bozo languages | Statement: [Mande, hasLanguage, Bobo–Bozo languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bobo–Bozo languages Context triple: [Mande, hasLanguage, Bobo–Bozo languages]
-
A.
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.
-
B.
Beti-Fang languages
Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
-
C.
Torres–Banks languages
The Torres–Banks languages are a group of closely related Oceanic languages spoken in the Torres and Banks Islands of northern Vanuatu.
-
D.
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.
-
E.
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.
- 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: Bobo–Bozo languages Triple: [Mande, hasLanguage, Bobo–Bozo languages]
Generated description
The Bobo–Bozo languages are a small subgroup of the Mande branch of the Niger–Congo language family, spoken primarily in parts of Burkina Faso and Mali.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Bobo–Bozo languages Target entity description: The Bobo–Bozo languages are a small subgroup of the Mande branch of the Niger–Congo language family, spoken primarily in parts of Burkina Faso and Mali.
-
A.
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.
-
B.
Beti-Fang languages
Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
-
C.
Torres–Banks languages
The Torres–Banks languages are a group of closely related Oceanic languages spoken in the Torres and Banks Islands of northern Vanuatu.
-
D.
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.
-
E.
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.
- 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_69c68884a9388190af42f90d1c1a7151 |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e66f15b88190bc1fb0f0a8af16a6 |
completed | March 27, 2026, 8:19 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7a33eea0481909f87e0813bc35b52 |
completed | March 28, 2026, 9:45 a.m. |
| NEDg | Description generation | batch_69c7a3f2b51c81909f058149e9bd9f0a |
completed | March 28, 2026, 9:48 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7a4a9e91881909df07f1c540f191e |
completed | March 28, 2026, 9:51 a.m. |
Created at: March 27, 2026, 2:44 p.m.