Triple

T12040029
Position Surface form Disambiguated ID Type / Status
Subject Bemba language E286634 entity
Predicate closelyRelatedTo P37 FINISHED
Object Lamba language
The Lamba language is a Bantu language spoken primarily in northern Zambia and parts of the Democratic Republic of the Congo, closely related to neighboring languages such as Bemba.
 E962194 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: Lamba language | Statement: [Bemba language, closelyRelatedTo, Lamba language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Lamba language
Context triple: [Bemba language, closelyRelatedTo, Lamba language]
  • A. Lambadi language
    The Lambadi language is an Indo-Aryan language spoken primarily by the Banjara (Lambadi) community in parts of India.
  • B. Lamboya language
    The Lamboya language is an Austronesian language spoken by the Lamboya people on the island of Sumba in eastern Indonesia.
  • C. Lamet language
    Lamet language is an Austroasiatic language spoken by the Lamet people of northern Laos.
  • D. Lamaholot language
    The Lamaholot language is an Austronesian language spoken primarily in eastern Flores and nearby islands in Indonesia, known for its numerous dialects and complex verbal morphology.
  • E. Logba language
    The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
  • 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: Lamba language
Triple: [Bemba language, closelyRelatedTo, Lamba language]
Generated description
The Lamba language is a Bantu language spoken primarily in northern Zambia and parts of the Democratic Republic of the Congo, closely related to neighboring languages such as Bemba.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Lamba language
Target entity description: The Lamba language is a Bantu language spoken primarily in northern Zambia and parts of the Democratic Republic of the Congo, closely related to neighboring languages such as Bemba.
  • A. Lambadi language
    The Lambadi language is an Indo-Aryan language spoken primarily by the Banjara (Lambadi) community in parts of India.
  • B. Lamboya language
    The Lamboya language is an Austronesian language spoken by the Lamboya people on the island of Sumba in eastern Indonesia.
  • C. Lamet language
    Lamet language is an Austroasiatic language spoken by the Lamet people of northern Laos.
  • D. Lamaholot language
    The Lamaholot language is an Austronesian language spoken primarily in eastern Flores and nearby islands in Indonesia, known for its numerous dialects and complex verbal morphology.
  • E. Logba language
    The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
  • 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_69d9040c1a6c8190aea1388e82dd8f5a completed April 10, 2026, 2:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69f49d9937a08190b2f606a1e55733b5 completed May 1, 2026, 12:33 p.m.
NEDg Description generation batch_69f53d9460bc8190869f2b7d095d98cb 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.