Triple
T2291323
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Taman languages |
E51509
|
entity |
| Predicate | spokenIn |
P2266
|
FINISHED |
| Object |
western Sudan
Western Sudan is a region of Sudan characterized by its diverse ethnic groups, languages, and cultures, including communities that speak the Taman languages.
|
E254192
|
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: western Sudan | Statement: [Taman languages, spokenIn, western Sudan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: western Sudan Context triple: [Taman languages, spokenIn, western Sudan]
-
A.
Northern Niger
Northern Niger is a sparsely populated Saharan region characterized by desert landscapes, nomadic communities, and a history of Tuareg insurgencies.
-
B.
Sahel
The Sahel is a semi-arid transition zone in Africa between the Sahara Desert to the north and the more humid savannas to the south, spanning several countries from the Atlantic Ocean to the Red Sea.
-
C.
Central Africa
Central Africa is a subregion of the African continent that encompasses several landlocked and coastal countries characterized by vast rainforests, the Congo River basin, and significant cultural and linguistic diversity.
-
D.
Nilo-Saharian
Nilo-Saharian is an alternative name for the proposed Nilo-Saharan language family, a large and geographically widespread group of languages spoken mainly in central and eastern Africa.
-
E.
Borkou-Ennedi-Tibesti
Borkou-Ennedi-Tibesti was a former administrative region in northern Chad, known for its vast Sahara desert landscapes, including the Ennedi Plateau and Tibesti Mountains, and its predominantly Toubou (Tebu) population.
- 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: western Sudan Triple: [Taman languages, spokenIn, western Sudan]
Generated description
Western Sudan is a region of Sudan characterized by its diverse ethnic groups, languages, and cultures, including communities that speak the Taman languages.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: western Sudan Target entity description: Western Sudan is a region of Sudan characterized by its diverse ethnic groups, languages, and cultures, including communities that speak the Taman languages.
-
A.
Northern Niger
Northern Niger is a sparsely populated Saharan region characterized by desert landscapes, nomadic communities, and a history of Tuareg insurgencies.
-
B.
Sahel
The Sahel is a semi-arid transition zone in Africa between the Sahara Desert to the north and the more humid savannas to the south, spanning several countries from the Atlantic Ocean to the Red Sea.
-
C.
Central Africa
Central Africa is a subregion of the African continent that encompasses several landlocked and coastal countries characterized by vast rainforests, the Congo River basin, and significant cultural and linguistic diversity.
-
D.
Nilo-Saharian
Nilo-Saharian is an alternative name for the proposed Nilo-Saharan language family, a large and geographically widespread group of languages spoken mainly in central and eastern Africa.
-
E.
Borkou-Ennedi-Tibesti
Borkou-Ennedi-Tibesti was a former administrative region in northern Chad, known for its vast Sahara desert landscapes, including the Ennedi Plateau and Tibesti Mountains, and its predominantly Toubou (Tebu) population.
- 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_69a88b09c644819090b503456d96bf70 |
completed | March 4, 2026, 7:42 p.m. |
| NER | Named-entity recognition | batch_69abc5b3d4988190bceb3dffa9734f4b |
completed | March 7, 2026, 6:29 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae7f210bb881909086b86b2c3017a7 |
completed | March 9, 2026, 8:04 a.m. |
| NEDg | Description generation | batch_69ae8018c2e88190aaacaad9adc442cf |
completed | March 9, 2026, 8:08 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae806fd8008190bfd6c6bcd1d0ddbd |
completed | March 9, 2026, 8:10 a.m. |
Created at: March 4, 2026, 7:48 p.m.