Triple
T6922364
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tadaksahak language |
E160217
|
entity |
| Predicate | hasLinguisticResearchOn |
P934
|
FINISHED |
| Object |
Songhay–Berber language contact
Songhay–Berber language contact refers to the historical and ongoing linguistic interaction and mutual influence between Songhay and Berber languages in the Sahara and Sahel regions.
|
E628570
|
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: Songhay–Berber language contact | Statement: [Tadaksahak language, hasLinguisticResearchOn, Songhay–Berber language contact]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Songhay–Berber language contact Context triple: [Tadaksahak language, hasLinguisticResearchOn, Songhay–Berber language contact]
-
A.
Amazigh linguistic continuum
The Amazigh linguistic continuum is a group of closely related Berber (Amazigh) languages and dialects spoken across North Africa that form a gradual spectrum of mutual intelligibility rather than sharply distinct languages.
-
B.
Songhay languages
The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
-
C.
Saharan languages
Saharan languages are a branch of the Nilo-Saharan language family spoken mainly across the central Sahara and Sahel regions of Africa.
-
D.
Chadic languages
The Chadic languages are a branch of the Afroasiatic language family spoken primarily around Lake Chad in countries such as Nigeria, Chad, Cameroon, and Niger, and include major languages like Hausa.
-
E.
Bongo–Bagirmi languages
The Bongo–Bagirmi languages are a subgroup of Central Sudanic languages spoken primarily in South Sudan, Chad, and the Central African Republic.
- 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: Songhay–Berber language contact Triple: [Tadaksahak language, hasLinguisticResearchOn, Songhay–Berber language contact]
Generated description
Songhay–Berber language contact refers to the historical and ongoing linguistic interaction and mutual influence between Songhay and Berber languages in the Sahara and Sahel regions.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Songhay–Berber language contact Target entity description: Songhay–Berber language contact refers to the historical and ongoing linguistic interaction and mutual influence between Songhay and Berber languages in the Sahara and Sahel regions.
-
A.
Amazigh linguistic continuum
The Amazigh linguistic continuum is a group of closely related Berber (Amazigh) languages and dialects spoken across North Africa that form a gradual spectrum of mutual intelligibility rather than sharply distinct languages.
-
B.
Songhay languages
The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
-
C.
Saharan languages
Saharan languages are a branch of the Nilo-Saharan language family spoken mainly across the central Sahara and Sahel regions of Africa.
-
D.
Chadic languages
The Chadic languages are a branch of the Afroasiatic language family spoken primarily around Lake Chad in countries such as Nigeria, Chad, Cameroon, and Niger, and include major languages like Hausa.
-
E.
Bongo–Bagirmi languages
The Bongo–Bagirmi languages are a subgroup of Central Sudanic languages spoken primarily in South Sudan, Chad, and the Central African Republic.
- 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_69c6884d350081908d8a970e4d40ad78 |
completed | March 27, 2026, 1:38 p.m. |
| NER | Named-entity recognition | batch_69c6d9fd159c819092a69d1a24e22dd5 |
completed | March 27, 2026, 7:26 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c75137dd848190b35ff72725f886ba |
completed | March 28, 2026, 3:55 a.m. |
| NEDg | Description generation | batch_69c751ebf4f48190bb206dd9c1d8bc7b |
completed | March 28, 2026, 3:58 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c75264e65081908859551feaf1006c |
completed | March 28, 2026, 4 a.m. |
Created at: March 27, 2026, 2:26 p.m.