Triple
T1340554
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bambara |
E28452
|
entity |
| Predicate | closelyRelatedTo |
P37
|
FINISHED |
| Object |
Dioula
Dioula is a Mande language of West Africa, widely used as a trade and lingua franca language in countries like Burkina Faso, Côte d’Ivoire, and Mali.
|
E162977
|
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: Dioula | Statement: [Bambara, closelyRelatedTo, Dioula]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Dioula Context triple: [Bambara, closelyRelatedTo, Dioula]
-
A.
Bambara
Bambara is a major Mande language widely spoken in Mali and neighboring West African countries, serving as a key lingua franca in the region.
-
B.
Fulani
The Fulani are a large, traditionally pastoralist West African ethnic group spread across many countries, known for their nomadic cattle-herding culture, Islamic scholarship, and significant historical role in regional empires and trade.
-
C.
Tuareg
The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical heritage.
-
D.
Songhai people
The Songhai people are a major West African ethnic group historically centered along the Niger River, renowned for founding the powerful Songhai Empire with its capitals at Gao and Timbuktu.
-
E.
Kanuri
The Kanuri are a major ethnic group of the central Sahara and Lake Chad region, historically associated with the Kanem-Bornu Empire and known for their distinct language and Islamic cultural heritage.
- 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: Dioula Triple: [Bambara, closelyRelatedTo, Dioula]
Generated description
Dioula is a Mande language of West Africa, widely used as a trade and lingua franca language in countries like Burkina Faso, Côte d’Ivoire, and Mali.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Dioula Target entity description: Dioula is a Mande language of West Africa, widely used as a trade and lingua franca language in countries like Burkina Faso, Côte d’Ivoire, and Mali.
-
A.
Bambara
Bambara is a major Mande language widely spoken in Mali and neighboring West African countries, serving as a key lingua franca in the region.
-
B.
Fulani
The Fulani are a large, traditionally pastoralist West African ethnic group spread across many countries, known for their nomadic cattle-herding culture, Islamic scholarship, and significant historical role in regional empires and trade.
-
C.
Tuareg
The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical heritage.
-
D.
Songhai people
The Songhai people are a major West African ethnic group historically centered along the Niger River, renowned for founding the powerful Songhai Empire with its capitals at Gao and Timbuktu.
-
E.
Kanuri
The Kanuri are a major ethnic group of the central Sahara and Lake Chad region, historically associated with the Kanem-Bornu Empire and known for their distinct language and Islamic cultural heritage.
- 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_69a49854eb3481908c7d56b2e449a290 |
completed | March 1, 2026, 7:49 p.m. |
| NER | Named-entity recognition | batch_69a4c21490488190b4281a16c87677d1 |
completed | March 1, 2026, 10:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad014e33488190b50469c727b32639 |
completed | March 8, 2026, 4:55 a.m. |
| NEDg | Description generation | batch_69ad0216e9988190beb96b9d85e2dfce |
completed | March 8, 2026, 4:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad026fc2cc81908fa03bfa6e17c391 |
completed | March 8, 2026, 5 a.m. |
Created at: March 1, 2026, 7:56 p.m.