Triple

T6753796
Position Surface form Disambiguated ID Type / Status
Subject Sara language E154401 entity
Predicate closelyRelatedTo P37 FINISHED
Object Ngambay language
The Ngambay language is a Central Sudanic language spoken primarily in Chad and neighboring regions, serving as a major lingua franca among several ethnic groups.
 E615477 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: Ngambay language | Statement: [Sara language, closelyRelatedTo, Ngambay language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ngambay language
Context triple: [Sara language, closelyRelatedTo, Ngambay language]
  • A. Darumbal language
    The Darumbal language is an Australian Aboriginal language traditionally spoken by the Darumbal people of central Queensland, particularly around the Rockhampton region.
  • B. Kuanyama language
    The Kuanyama language is a Bantu language spoken primarily in northern Namibia and southern Angola, recognized as a standardized variety of Ovambo and used in education, media, and religious contexts.
  • C. Kaimbulawa language
    The Kaimbulawa language is an Austronesian language spoken in Southeast Sulawesi, Indonesia, as part of the Muna–Buton subgroup.
  • D. Cabiyari language
    The Cabiyari language is an indigenous Arawakan language spoken by the Cabiyari people of the northwestern Amazon region.
  • E. Kumbewaha language
    The Kumbewaha language is an Austronesian language spoken in Sulawesi, Indonesia, belonging to the Wotu–Wolio subgroup.
  • 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: Ngambay language
Triple: [Sara language, closelyRelatedTo, Ngambay language]
Generated description
The Ngambay language is a Central Sudanic language spoken primarily in Chad and neighboring regions, serving as a major lingua franca among several ethnic groups.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ngambay language
Target entity description: The Ngambay language is a Central Sudanic language spoken primarily in Chad and neighboring regions, serving as a major lingua franca among several ethnic groups.
  • A. Darumbal language
    The Darumbal language is an Australian Aboriginal language traditionally spoken by the Darumbal people of central Queensland, particularly around the Rockhampton region.
  • B. Kuanyama language
    The Kuanyama language is a Bantu language spoken primarily in northern Namibia and southern Angola, recognized as a standardized variety of Ovambo and used in education, media, and religious contexts.
  • C. Kaimbulawa language
    The Kaimbulawa language is an Austronesian language spoken in Southeast Sulawesi, Indonesia, as part of the Muna–Buton subgroup.
  • D. Cabiyari language
    The Cabiyari language is an indigenous Arawakan language spoken by the Cabiyari people of the northwestern Amazon region.
  • E. Kumbewaha language
    The Kumbewaha language is an Austronesian language spoken in Sulawesi, Indonesia, belonging to the Wotu–Wolio subgroup.
  • 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_69c6880fd5808190be684854081e27dd completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d1f32fa08190bb23dc24fef14c8d completed March 27, 2026, 6:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70b1c4594819084716e21b16191e3 completed March 27, 2026, 10:56 p.m.
NEDg Description generation batch_69c70c4111848190906b0e43cf4ae325 completed March 27, 2026, 11:01 p.m.
NED2 Entity disambiguation (via description) batch_69c70cbb8644819091a8a9c061dfd605 completed March 27, 2026, 11:03 p.m.
Created at: March 27, 2026, 2:11 p.m.