Triple

T11302814
Position Surface form Disambiguated ID Type / Status
Subject Dagbani language E267637 entity
Predicate subbranch P1988 FINISHED
Object Mabia languages
Mabia languages are a group of closely related Gur languages spoken primarily in northern Ghana and surrounding regions of West Africa.
 E916943 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: Mabia languages | Statement: [Dagbani language, subbranch, Mabia languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mabia languages
Context triple: [Dagbani language, subbranch, Mabia languages]
  • A. Kurumba languages
    The Kurumba languages are a group of closely related Dravidian tribal languages spoken primarily by the Kurumba people in parts of southern India, especially in the Nilgiri and surrounding hill regions.
  • B. Makira languages
    The Makira languages are a group of closely related Oceanic languages spoken primarily on Makira (San Cristobal) and nearby islands in the Solomon Islands.
  • C. Sere–Mba languages
    The Sere–Mba languages are a subgroup of Ubangian languages spoken in parts of Central Africa, characterized by shared phonological and grammatical features that distinguish them within the Niger–Congo family.
  • D. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • E. Mbum languages
    The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
  • 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: Mabia languages
Triple: [Dagbani language, subbranch, Mabia languages]
Generated description
Mabia languages are a group of closely related Gur languages spoken primarily in northern Ghana and surrounding regions of West Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mabia languages
Target entity description: Mabia languages are a group of closely related Gur languages spoken primarily in northern Ghana and surrounding regions of West Africa.
  • A. Kurumba languages
    The Kurumba languages are a group of closely related Dravidian tribal languages spoken primarily by the Kurumba people in parts of southern India, especially in the Nilgiri and surrounding hill regions.
  • B. Makira languages
    The Makira languages are a group of closely related Oceanic languages spoken primarily on Makira (San Cristobal) and nearby islands in the Solomon Islands.
  • C. Sere–Mba languages
    The Sere–Mba languages are a subgroup of Ubangian languages spoken in parts of Central Africa, characterized by shared phonological and grammatical features that distinguish them within the Niger–Congo family.
  • D. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • E. Mbum languages
    The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
  • 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_69d6aac993a08190a6f36445ebaf9a43 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e9a5c3788190ba54eda514b97903 completed April 9, 2026, 6:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69e50a57366081908a05fc52c5d4074c completed April 19, 2026, 5:01 p.m.
NEDg Description generation batch_69e510f9edb4819097e9fa1ce85504ed completed April 19, 2026, 5:29 p.m.
NED2 Entity disambiguation (via description) batch_69e516bec3e481909cbd0d9c683d2191 completed April 19, 2026, 5:54 p.m.
Created at: April 8, 2026, 9:32 p.m.