Triple
T12035607
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Eastern Nilotic languages |
E286529
|
entity |
| Predicate | hasMemberLanguage |
P7390
|
FINISHED |
| Object |
Lotuko–Maa cluster
The Lotuko–Maa cluster is a subgroup of Eastern Nilotic languages spoken primarily in South Sudan and Kenya, including languages such as Lotuko and Maasai.
|
E962145
|
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: Lotuko–Maa cluster | Statement: [Eastern Nilotic languages, hasMemberLanguage, Lotuko–Maa cluster]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Lotuko–Maa cluster Context triple: [Eastern Nilotic languages, hasMemberLanguage, Lotuko–Maa cluster]
-
A.
Berta cluster
Berta cluster is a group of closely related Berta languages spoken primarily in the border regions of Sudan and Ethiopia.
-
B.
Kulisusu–Koroni cluster
The Kulisusu–Koroni cluster is a subgroup of closely related Austronesian languages spoken in southeastern Sulawesi, Indonesia.
-
C.
Norma Cluster
Norma Cluster is a massive galaxy cluster located in the dense, obscured region of the sky known as the Zone of Avoidance and plays a key role in the gravitational dynamics of the local universe.
-
D.
Vankor cluster
Vankor cluster is a major group of oil and gas fields in Russia’s Krasnoyarsk Krai, developed primarily by Rosneft as a key hub for Arctic and Siberian hydrocarbon production.
-
E.
Kofyar cluster
The Kofyar cluster is a group of closely related Plateau languages spoken primarily in central Nigeria.
- 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: Lotuko–Maa cluster Triple: [Eastern Nilotic languages, hasMemberLanguage, Lotuko–Maa cluster]
Generated description
The Lotuko–Maa cluster is a subgroup of Eastern Nilotic languages spoken primarily in South Sudan and Kenya, including languages such as Lotuko and Maasai.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Lotuko–Maa cluster Target entity description: The Lotuko–Maa cluster is a subgroup of Eastern Nilotic languages spoken primarily in South Sudan and Kenya, including languages such as Lotuko and Maasai.
-
A.
Berta cluster
Berta cluster is a group of closely related Berta languages spoken primarily in the border regions of Sudan and Ethiopia.
-
B.
Kulisusu–Koroni cluster
The Kulisusu–Koroni cluster is a subgroup of closely related Austronesian languages spoken in southeastern Sulawesi, Indonesia.
-
C.
Norma Cluster
Norma Cluster is a massive galaxy cluster located in the dense, obscured region of the sky known as the Zone of Avoidance and plays a key role in the gravitational dynamics of the local universe.
-
D.
Vankor cluster
Vankor cluster is a major group of oil and gas fields in Russia’s Krasnoyarsk Krai, developed primarily by Rosneft as a key hub for Arctic and Siberian hydrocarbon production.
-
E.
Kofyar cluster
The Kofyar cluster is a group of closely related Plateau languages spoken primarily in central Nigeria.
- 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_69d6ab4669e48190b59246358b0383ab |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d90408cbf0819093270c9833ef149a |
completed | April 10, 2026, 2:07 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f49d7d453c8190a27c5feca8f38991 |
completed | May 1, 2026, 12:33 p.m. |
| NEDg | Description generation | batch_69f53d930714819080f92d223d930389 |
completed | May 1, 2026, 11:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f564ed64008190bfbeaf0991a7c2b8 |
completed | May 2, 2026, 2:43 a.m. |
Created at: April 8, 2026, 9:47 p.m.