Triple

T1366790
Position Surface form Disambiguated ID Type / Status
Subject Western Oceanic languages E30021 entity
Predicate hasSubgroup P747 FINISHED
Object Kula – Malasanga languages
The Kula–Malasanga languages are a small subgroup of closely related Austronesian languages spoken in parts of the western Pacific region.
E155823 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: Kula – Malasanga languages | Statement: [Western Oceanic languages, hasSubgroup, Kula – Malasanga languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kula – Malasanga languages
Context triple: [Western Oceanic languages, hasSubgroup, Kula – Malasanga languages]
  • A. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • B. Bungku–Tolaki languages
    The Bungku–Tolaki languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi, Indonesia, known for their shared phonological and grammatical features within the Celebic branch.
  • C. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • D. Kalanguya language
    The Kalanguya language is an Austronesian language spoken by the Kalanguya people in the northern Luzon highlands of the Philippines.
  • E. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • 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: Kula – Malasanga languages
Triple: [Western Oceanic languages, hasSubgroup, Kula – Malasanga languages]
Generated description
The Kula–Malasanga languages are a small subgroup of closely related Austronesian languages spoken in parts of the western Pacific region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kula – Malasanga languages
Target entity description: The Kula–Malasanga languages are a small subgroup of closely related Austronesian languages spoken in parts of the western Pacific region.
  • A. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • B. Bungku–Tolaki languages
    The Bungku–Tolaki languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi, Indonesia, known for their shared phonological and grammatical features within the Celebic branch.
  • C. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • D. Kalanguya language
    The Kalanguya language is an Austronesian language spoken by the Kalanguya people in the northern Luzon highlands of the Philippines.
  • E. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • 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_69a498f912008190a376a98b207b2071 completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c2d33d2081908008494b5f56bf56 completed March 1, 2026, 10:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69acce788098819087a046e10966b7e9 completed March 8, 2026, 1:18 a.m.
NEDg Description generation batch_69accf15d910819098e9a4b24247881b completed March 8, 2026, 1:21 a.m.
NED2 Entity disambiguation (via description) batch_69accffa9a40819083a3e55a5d83e040 completed March 8, 2026, 1:25 a.m.
Created at: March 1, 2026, 7:57 p.m.