Triple

T11093578
Position Surface form Disambiguated ID Type / Status
Subject Sara languages E262315 entity
Predicate usedByEthnicGroup P4709 FINISHED
Object Ngambay people
The Ngambay people are an ethnic group of Central Africa, primarily in Chad, known for their distinct cultural traditions and their use of the Ngambay language, a major member of the Sara language family.
E1069979 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 people | Statement: [Sara languages, usedByEthnicGroup, Ngambay people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ngambay people
Context triple: [Sara languages, usedByEthnicGroup, Ngambay people]
  • A. Biripi people
    The Biripi people are an Aboriginal Australian group whose traditional lands lie in the mid-north coast region of New South Wales.
  • B. Cabiyari people
    The Cabiyari people are an Indigenous group of the northwestern Amazon, traditionally living along rivers in Colombia and Brazil with a culture centered on fishing, horticulture, and rich ceremonial practices.
  • C. Nganasan people
    The Nganasan people are an Indigenous Samoyedic ethnic group of the Siberian Arctic, traditionally semi-nomadic reindeer hunters and fishers living on the Taymyr Peninsula in northern Russia.
  • D. Kaimbulawa people
    The Kaimbulawa people are an indigenous ethnic group known for their distinct Kaimbulawa language and traditional cultural practices.
  • E. Murle people
    The Murle people are an agro-pastoral ethnic group of South Sudan, known for their cattle herding, distinctive cultural traditions, and Nilo-Saharan linguistic heritage.
  • 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 people
Triple: [Sara languages, usedByEthnicGroup, Ngambay people]
Generated description
The Ngambay people are an ethnic group of Central Africa, primarily in Chad, known for their distinct cultural traditions and their use of the Ngambay language, a major member of the Sara language family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ngambay people
Target entity description: The Ngambay people are an ethnic group of Central Africa, primarily in Chad, known for their distinct cultural traditions and their use of the Ngambay language, a major member of the Sara language family.
  • A. Biripi people
    The Biripi people are an Aboriginal Australian group whose traditional lands lie in the mid-north coast region of New South Wales.
  • B. Cabiyari people
    The Cabiyari people are an Indigenous group of the northwestern Amazon, traditionally living along rivers in Colombia and Brazil with a culture centered on fishing, horticulture, and rich ceremonial practices.
  • C. Nganasan people
    The Nganasan people are an Indigenous Samoyedic ethnic group of the Siberian Arctic, traditionally semi-nomadic reindeer hunters and fishers living on the Taymyr Peninsula in northern Russia.
  • D. Kaimbulawa people
    The Kaimbulawa people are an indigenous ethnic group known for their distinct Kaimbulawa language and traditional cultural practices.
  • E. Murle people
    The Murle people are an agro-pastoral ethnic group of South Sudan, known for their cattle herding, distinctive cultural traditions, and Nilo-Saharan linguistic heritage.
  • 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_69d6aa9a40d88190a373e2c7e48285db completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d799ed12d88190a4ad8c346d68f11f completed April 9, 2026, 12:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7ce593bbc8190827ca217f43140b9 completed May 3, 2026, 10:38 p.m.
NEDg Description generation batch_69f9fd56da288190b2bd33bc496c3fb9 completed May 5, 2026, 2:23 p.m.
NED2 Entity disambiguation (via description) batch_69fb039fdb1c8190ad5286d1cfe80a29 completed May 6, 2026, 9:02 a.m.
Created at: April 8, 2026, 9:27 p.m.