Triple

T2509302
Position Surface form Disambiguated ID Type / Status
Subject Hadza language E52662 entity
Predicate spokenBy P2181 FINISHED
Object Hadza people
The Hadza people are an indigenous hunter-gatherer community of north-central Tanzania, known for their ancient lifestyle, small population, and relative genetic and cultural isolation.
E273028 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: Hadza people | Statement: [Hadza language, spokenBy, Hadza people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hadza people
Context triple: [Hadza language, spokenBy, Hadza people]
  • A. Neanderthals
    Neanderthals were an extinct species of archaic humans who lived across Eurasia until about 40,000 years ago and are known for their close genetic relationship and limited interbreeding with modern humans.
  • B. Chumash people
    The Chumash people are a Native American group indigenous to California’s central and southern coastal regions, renowned for their complex maritime culture, plank canoes (tomols), and rich artistic and spiritual traditions.
  • C. Bubi people
    The Bubi people are an indigenous ethnic group of Bioko Island in Equatorial Guinea, known for their distinct Bantu language, traditional religious practices, and historical resistance to foreign domination.
  • D. Hlubi people
    The Hlubi people are a Southern African ethnic group closely associated with the Nguni cultural and linguistic cluster, historically known for their chieftaincies and interactions with neighboring groups such as the Zulu.
  • E. Itonama people
    The Itonama people are an indigenous ethnic group of the Bolivian Amazon, known for their distinct language, traditional forest-based livelihoods, and cultural practices tied to the rivers and wetlands of the Beni region.
  • 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: Hadza people
Triple: [Hadza language, spokenBy, Hadza people]
Generated description
The Hadza people are an indigenous hunter-gatherer community of north-central Tanzania, known for their ancient lifestyle, small population, and relative genetic and cultural isolation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hadza people
Target entity description: The Hadza people are an indigenous hunter-gatherer community of north-central Tanzania, known for their ancient lifestyle, small population, and relative genetic and cultural isolation.
  • A. Neanderthals
    Neanderthals were an extinct species of archaic humans who lived across Eurasia until about 40,000 years ago and are known for their close genetic relationship and limited interbreeding with modern humans.
  • B. Denisovans
    Denisovans are an extinct group of archaic humans known primarily from genetic evidence, who interbred with both Neanderthals and modern humans and contributed DNA to present-day populations in Asia and Oceania.
  • C. Chumash people
    The Chumash people are a Native American group indigenous to California’s central and southern coastal regions, renowned for their complex maritime culture, plank canoes (tomols), and rich artistic and spiritual traditions.
  • D. Bubi people
    The Bubi people are an indigenous ethnic group of Bioko Island in Equatorial Guinea, known for their distinct Bantu language, traditional religious practices, and historical resistance to foreign domination.
  • E. Hlubi people
    The Hlubi people are a Southern African ethnic group closely associated with the Nguni cultural and linguistic cluster, historically known for their chieftaincies and interactions with neighboring groups such as the Zulu.
  • 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_69ab4958e76481908a235377dd921c9e completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abd1ed94a08190a172a426c2123f36 completed March 7, 2026, 7:21 a.m.
NED1 Entity disambiguation (via context triple) batch_69af1faa33148190a3ad6ece7432b81f completed March 9, 2026, 7:29 p.m.
NEDg Description generation batch_69af20aafd008190ad9fee7c154f8597 completed March 9, 2026, 7:34 p.m.
NED2 Entity disambiguation (via description) batch_69af2193102c81908f5fe1c899cc1a85 completed March 9, 2026, 7:37 p.m.
Created at: March 6, 2026, 9:46 p.m.